{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Tuning a `multi_match` `best_fields` query"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import importlib\n",
    "import os\n",
    "import sys\n",
    "\n",
    "from copy import deepcopy\n",
    "from elasticsearch import Elasticsearch\n",
    "from skopt.plots import plot_objective"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# project library\n",
    "sys.path.insert(0, os.path.abspath('..'))\n",
    "\n",
    "import qopt\n",
    "importlib.reload(qopt)\n",
    "\n",
    "from qopt.notebooks import evaluate_mrr100_dev_templated, optimize_query_mrr100_templated, set_bm25_params\n",
    "from qopt.optimize import Config"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Setting BM25 params fields:\n",
      " - url: {'k1': 0.33066956222950633, 'b': 0.9589101032169087}\n",
      " - title: {'k1': 0.34885436112727763, 'b': 1.0}\n",
      " - title.bigrams: {'k1': 1.2, 'b': 0.75}\n",
      " - body: {'k1': 3.0128735487205525, 'b': 0.8200709176657588}\n",
      " - body.bigrams: {'k1': 1.9100199633100623, 'b': 0.7336619962002098}\n",
      " - expansions: {'k1': 4.870954366799399, 'b': 0.9249613913608172}\n",
      " - expansions.bigrams: {'k1': 1.2, 'b': 0.75}\n"
     ]
    }
   ],
   "source": [
    "# use a local Elasticsearch or Cloud instance (https://cloud.elastic.co/)\n",
    "es = Elasticsearch('http://localhost:9200')\n",
    "\n",
    "# set the parallelization parameter `max_concurrent_searches` for the Rank Evaluation API calls\n",
    "max_concurrent_searches = 10\n",
    "\n",
    "index = 'msmarco-document.doc2query'\n",
    "template_id = 'query'\n",
    "query_type = 'best_fields'\n",
    "\n",
    "# set best BM25 params\n",
    "set_bm25_params(es, index, [\n",
    "    ('url', {'k1': 0.33066956222950633, 'b': 0.9589101032169087}), # 0.2201\n",
    "    ('title', {'k1': 0.34885436112727763, 'b': 1.0}), # 0.2354\n",
    "    ('title.bigrams', {'k1': 1.2, 'b': 0.75}), # 0.1295\n",
    "    ('body', {'k1': 3.0128735487205525, 'b': 0.8200709176657588}), # 0.2645\n",
    "    ('body.bigrams', {'k1': 1.9100199633100623, 'b': 0.7336619962002098}), # 0.2045\n",
    "    ('expansions', {'k1': 4.870954366799399, 'b': 0.9249613913608172}), # 0.3220\n",
    "    ('expansions.bigrams', {'k1': 1.2, 'b': 0.75}) # 0.2837\n",
    "])\n",
    "\n",
    "# base template for tuning\n",
    "base_templates = [{\n",
    "    \"id\": template_id,\n",
    "    \"template\": {\n",
    "        \"lang\": \"mustache\",\n",
    "        \"source\": { \"query\": {} }\n",
    "    }\n",
    "}]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Experiments"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Base fields\n",
    "\n",
    "Using `best_fields` over just the base fields is the best result from a previous notebook, so we will not repeat that here. It achieved MRR@100 on the dev set: **0.3079**. Note that we achieved the best score using a large number of iterations, but it's roughly the same for fewer iterations."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Base fields + bigrams"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "_templates = deepcopy(base_templates)\n",
    "_templates[0]['template']['source']['query']['multi_match'] = {\n",
    "    \"type\": query_type,\n",
    "    \"query\": \"{{query_string}}\",\n",
    "    \"tie_breaker\": \"{{tie_breaker}}\",\n",
    "    \"fields\": [\n",
    "        \"url^{{url|boost}}\",\n",
    "        \"title^{{title|boost}}\",\n",
    "        \"title.bigrams^{{title_bigrams|boost}}\",\n",
    "        \"body^{{body|boost}}\",\n",
    "        \"body.bigrams^{{body_bigrams|boost}}\",\n",
    "    ]\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Evaluation with: MRR@100\n",
      "Score: 0.2578\n",
      "CPU times: user 1.96 s, sys: 700 ms, total: 2.66 s\n",
      "Wall time: 5min 41s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "_ = evaluate_mrr100_dev_templated(es, max_concurrent_searches, index, _templates, template_id, params={\n",
    "    'tie_breaker': 0.0,\n",
    "    'url|boost': 1.0,\n",
    "    'title|boost': 1.0,\n",
    "    'title_bigrams|boost': 1.0,\n",
    "    'body|boost': 1.0,\n",
    "    'body_bigrams|boost': 1.0,\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimizing parameters\n",
      " - metric: MRR@100\n",
      " - queries: data/msmarco-document-sampled-queries.1000.tsv\n",
      " - queries: data/msmarco/document/msmarco-doctrain-qrels.tsv\n",
      " > iteration 1/50, took 0:01:13 (remains: 0:59:57)\n",
      "   | 0.2720 (best: 0.2720) - {'tie_breaker': 0.5885369968906293, 'url|boost': 2.5293939821278126, 'title|boost': 9.192389745315513, 'title_bigrams|boost': 1.9319207655772135, 'body|boost': 7.202741849791908, 'body_bigrams|boost': 1.5735955543544302}\n",
      " > iteration 2/50, took 0:01:08 (remains: 0:54:45)\n",
      "   | 0.2397 (best: 0.2720) - {'tie_breaker': 0.726029529102791, 'url|boost': 8.252138692164856, 'title|boost': 2.1573039582206692, 'title_bigrams|boost': 2.716515780732958, 'body|boost': 0.933790270327607, 'body_bigrams|boost': 3.1878623412180955}\n",
      " > iteration 3/50, took 0:01:17 (remains: 1:00:55)\n",
      "   | 0.2523 (best: 0.2720) - {'tie_breaker': 0.6197689614180639, 'url|boost': 6.238029902715746, 'title|boost': 1.4093745650562641, 'title_bigrams|boost': 5.4610378123339185, 'body|boost': 4.618324849359508, 'body_bigrams|boost': 0.9433030111854126}\n",
      " > iteration 4/50, took 0:01:10 (remains: 0:54:02)\n",
      "   | 0.2177 (best: 0.2720) - {'tie_breaker': 0.5577404844191136, 'url|boost': 1.8928274078386238, 'title|boost': 2.372333701812806, 'title_bigrams|boost': 4.723457192908565, 'body|boost': 1.352165304709272, 'body_bigrams|boost': 8.763302023166874}\n",
      " > iteration 5/50, took 0:01:10 (remains: 0:52:55)\n",
      "   | 0.2304 (best: 0.2720) - {'tie_breaker': 0.6497988353976208, 'url|boost': 9.654805398993581, 'title|boost': 8.133427141380253, 'title_bigrams|boost': 8.024540828148009, 'body|boost': 3.685831481438548, 'body_bigrams|boost': 1.6851615171256298}\n",
      " > iteration 6/50, took 0:01:12 (remains: 0:53:01)\n",
      "   | 0.2443 (best: 0.2720) - {'tie_breaker': 0.040354502841839286, 'url|boost': 6.529025140098177, 'title|boost': 8.638258691686628, 'title_bigrams|boost': 6.119726616149689, 'body|boost': 2.971259343642066, 'body_bigrams|boost': 3.4472667798118746}\n",
      " > iteration 7/50, took 0:01:20 (remains: 0:57:24)\n",
      "   | 0.2673 (best: 0.2720) - {'tie_breaker': 0.6588601705999682, 'url|boost': 0.5110868649177603, 'title|boost': 7.879295979655724, 'title_bigrams|boost': 2.122217052270013, 'body|boost': 8.085984675388177, 'body_bigrams|boost': 6.452074549095026}\n",
      " > iteration 8/50, took 0:01:11 (remains: 0:50:02)\n",
      "   | 0.2242 (best: 0.2720) - {'tie_breaker': 0.5465687570541572, 'url|boost': 7.951073537445968, 'title|boost': 0.26560165059258295, 'title_bigrams|boost': 1.3899107945737568, 'body|boost': 0.08746829887758435, 'body_bigrams|boost': 0.8929284936707339}\n",
      " > iteration 9/50, took 0:01:19 (remains: 0:54:14)\n",
      "   | 0.2340 (best: 0.2720) - {'tie_breaker': 0.9881433032074595, 'url|boost': 2.150932679566348, 'title|boost': 8.2697609939166, 'title_bigrams|boost': 9.19138231043371, 'body|boost': 4.493338558442044, 'body_bigrams|boost': 6.168792242192255}\n",
      " > iteration 10/50, took 0:01:20 (remains: 0:53:27)\n",
      "   | 0.2433 (best: 0.2720) - {'tie_breaker': 0.3342201742244249, 'url|boost': 9.25597813909501, 'title|boost': 0.19103090011414528, 'title_bigrams|boost': 7.424122370544698, 'body|boost': 5.351863436722663, 'body_bigrams|boost': 7.609094507146157}\n",
      " > iteration 11/50, took 0:01:20 (remains: 0:52:07)\n",
      "   | 0.2205 (best: 0.2720) - {'tie_breaker': 0.16665864520551935, 'url|boost': 6.256380717495946, 'title|boost': 3.962346200898792, 'title_bigrams|boost': 3.3433487552962053, 'body|boost': 3.8775598020097712, 'body_bigrams|boost': 9.787838742997872}\n",
      " > iteration 12/50, took 0:01:19 (remains: 0:50:07)\n",
      "   | 0.2470 (best: 0.2720) - {'tie_breaker': 0.8792242485937269, 'url|boost': 6.799576435817131, 'title|boost': 7.959083756502007, 'title_bigrams|boost': 2.7851014443399054, 'body|boost': 3.122846072384275, 'body_bigrams|boost': 7.716105794799892}\n",
      " > iteration 13/50, took 0:01:12 (remains: 0:44:42)\n",
      "   | 0.2507 (best: 0.2720) - {'tie_breaker': 0.5900668142043638, 'url|boost': 7.812123352904435, 'title|boost': 9.43138032166567, 'title_bigrams|boost': 8.318115719356186, 'body|boost': 6.3441758466403115, 'body_bigrams|boost': 4.264919558756896}\n",
      " > iteration 14/50, took 0:01:20 (remains: 0:48:11)\n",
      "   | 0.2739 (best: 0.2739) - {'tie_breaker': 0.6000848754966017, 'url|boost': 2.3352551762463185, 'title|boost': 1.298984430615552, 'title_bigrams|boost': 2.3678032457708404, 'body|boost': 7.887201955042897, 'body_bigrams|boost': 1.217370658281798}\n",
      " > iteration 15/50, took 0:01:19 (remains: 0:46:11)\n",
      "   | 0.2379 (best: 0.2739) - {'tie_breaker': 0.6765328416488153, 'url|boost': 4.779808703550667, 'title|boost': 3.280949665208422, 'title_bigrams|boost': 8.255116454589224, 'body|boost': 5.407083463975352, 'body_bigrams|boost': 9.708706715611509}\n",
      " > iteration 16/50, took 0:01:13 (remains: 0:41:36)\n",
      "   | 0.2758 (best: 0.2758) - {'tie_breaker': 0.26329842555773225, 'url|boost': 7.86718069011404, 'title|boost': 4.296737906280287, 'title_bigrams|boost': 0.8827146430507672, 'body|boost': 7.855564976550141, 'body_bigrams|boost': 2.7440100536877448}\n",
      " > iteration 17/50, took 0:01:21 (remains: 0:45:01)\n",
      "   | 0.2244 (best: 0.2758) - {'tie_breaker': 0.157552860524268, 'url|boost': 8.505288571599808, 'title|boost': 5.881525588596696, 'title_bigrams|boost': 0.454519528339078, 'body|boost': 4.498153309953871, 'body_bigrams|boost': 9.445895861281578}\n",
      " > iteration 18/50, took 0:01:13 (remains: 0:39:03)\n",
      "   | 0.2733 (best: 0.2758) - {'tie_breaker': 0.41085553606672454, 'url|boost': 5.3492830436955305, 'title|boost': 7.562839354748498, 'title_bigrams|boost': 1.901503337968737, 'body|boost': 8.32214807885485, 'body_bigrams|boost': 1.6677049426043635}\n",
      " > iteration 19/50, took 0:01:11 (remains: 0:36:46)\n",
      "   | 0.2391 (best: 0.2758) - {'tie_breaker': 0.9126912319504852, 'url|boost': 4.768962694019799, 'title|boost': 2.739684692183903, 'title_bigrams|boost': 2.1848942556592417, 'body|boost': 2.767939856737158, 'body_bigrams|boost': 9.848629344559908}\n",
      " > iteration 20/50, took 0:01:20 (remains: 0:40:19)\n",
      "   | 0.2231 (best: 0.2758) - {'tie_breaker': 0.36783587140956836, 'url|boost': 0.9059672204873416, 'title|boost': 5.902946016051924, 'title_bigrams|boost': 5.416178891097294, 'body|boost': 0.253512043117411, 'body_bigrams|boost': 5.492715646872238}\n",
      " > iteration 21/50, took 0:01:21 (remains: 0:39:10)\n",
      "   | 0.2626 (best: 0.2758) - {'tie_breaker': 1.0, 'url|boost': 10.0, 'title|boost': 0.0, 'title_bigrams|boost': 0.0, 'body|boost': 8.803075068567018, 'body_bigrams|boost': 3.527587769794832}\n",
      " > iteration 22/50, took 0:01:22 (remains: 0:38:19)\n",
      "   | 0.2286 (best: 0.2758) - {'tie_breaker': 0.0020567125668886845, 'url|boost': 5.907556178191466, 'title|boost': 2.416224200272768, 'title_bigrams|boost': 6.943869332584876, 'body|boost': 7.340826500910325, 'body_bigrams|boost': 8.599066358026189}\n",
      " > iteration 23/50, took 0:01:11 (remains: 0:32:23)\n",
      "   | 0.2415 (best: 0.2758) - {'tie_breaker': 0.0, 'url|boost': 1.4517158071117056, 'title|boost': 0.0, 'title_bigrams|boost': 0.0, 'body|boost': 7.787187803723141, 'body_bigrams|boost': 0.0}\n",
      " > iteration 24/50, took 0:01:23 (remains: 0:36:06)\n",
      "   | 0.2652 (best: 0.2758) - {'tie_breaker': 0.443294617986197, 'url|boost': 7.248634071905756, 'title|boost': 0.0, 'title_bigrams|boost': 0.0, 'body|boost': 10.0, 'body_bigrams|boost': 4.025455367061511}\n",
      " > iteration 25/50, took 0:01:21 (remains: 0:33:57)\n",
      "   | 0.2731 (best: 0.2758) - {'tie_breaker': 0.41950019604586364, 'url|boost': 10.0, 'title|boost': 0.0, 'title_bigrams|boost': 3.7314167778851677, 'body|boost': 8.200744699787334, 'body_bigrams|boost': 3.544911292710595}\n",
      " > iteration 26/50, took 0:01:21 (remains: 0:32:47)\n",
      "   | 0.2457 (best: 0.2758) - {'tie_breaker': 0.8072559962998214, 'url|boost': 0.3196477364310791, 'title|boost': 0.0, 'title_bigrams|boost': 0.0, 'body|boost': 6.501085957328241, 'body_bigrams|boost': 0.0}\n",
      " > iteration 27/50, took 0:01:20 (remains: 0:31:02)\n",
      "   | 0.2618 (best: 0.2758) - {'tie_breaker': 1.0, 'url|boost': 0.0, 'title|boost': 9.069574694764256, 'title_bigrams|boost': 4.9528933593195195, 'body|boost': 10.0, 'body_bigrams|boost': 1.48361555039775}\n",
      " > iteration 28/50, took 0:01:21 (remains: 0:30:01)\n",
      "   | 0.2569 (best: 0.2758) - {'tie_breaker': 0.5409601114327944, 'url|boost': 0.0, 'title|boost': 0.0, 'title_bigrams|boost': 1.8016733174378239, 'body|boost': 6.581745462031627, 'body_bigrams|boost': 3.921662184540402}\n",
      " > iteration 29/50, took 0:01:20 (remains: 0:28:08)\n",
      "   | 0.2613 (best: 0.2758) - {'tie_breaker': 0.7110682763571723, 'url|boost': 10.0, 'title|boost': 8.893841641352902, 'title_bigrams|boost': 2.809161368351216, 'body|boost': 7.318360202867989, 'body_bigrams|boost': 0.0}\n",
      " > iteration 30/50, took 0:01:22 (remains: 0:27:20)\n",
      "   | 0.2733 (best: 0.2758) - {'tie_breaker': 0.5294227723111458, 'url|boost': 10.0, 'title|boost': 5.274283733946983, 'title_bigrams|boost': 2.8963858571166674, 'body|boost': 10.0, 'body_bigrams|boost': 3.0507232597677305}\n",
      " > iteration 31/50, took 0:01:21 (remains: 0:25:47)\n",
      "   | 0.2665 (best: 0.2758) - {'tie_breaker': 0.7586634458209783, 'url|boost': 4.724186959220325, 'title|boost': 9.25804028122496, 'title_bigrams|boost': 3.630797716587553, 'body|boost': 8.920546649045454, 'body_bigrams|boost': 3.8697371188219836}\n",
      " > iteration 32/50, took 0:01:13 (remains: 0:22:09)\n",
      "   | 0.2689 (best: 0.2758) - {'tie_breaker': 0.42297441275171477, 'url|boost': 10.0, 'title|boost': 0.0, 'title_bigrams|boost': 7.363644564081521, 'body|boost': 10.0, 'body_bigrams|boost': 0.7910354640267183}\n",
      " > iteration 33/50, took 0:01:22 (remains: 0:23:18)\n",
      "   | 0.2766 (best: 0.2766) - {'tie_breaker': 0.325736076088434, 'url|boost': 10.0, 'title|boost': 10.0, 'title_bigrams|boost': 0.0, 'body|boost': 10.0, 'body_bigrams|boost': 3.0488483963386064}\n",
      " > iteration 34/50, took 0:01:14 (remains: 0:19:46)\n",
      "   | 0.2607 (best: 0.2766) - {'tie_breaker': 0.07049449751704319, 'url|boost': 10.0, 'title|boost': 10.0, 'title_bigrams|boost': 4.099289234387956, 'body|boost': 10.0, 'body_bigrams|boost': 1.753231934560975}\n",
      " > iteration 35/50, took 0:01:13 (remains: 0:18:18)\n",
      "   | 0.2641 (best: 0.2766) - {'tie_breaker': 0.2971581668598097, 'url|boost': 9.822134354257365, 'title|boost': 10.0, 'title_bigrams|boost': 10.0, 'body|boost': 8.850694531210616, 'body_bigrams|boost': 0.0}\n",
      " > iteration 36/50, took 0:01:13 (remains: 0:17:07)\n",
      "   | 0.2695 (best: 0.2766) - {'tie_breaker': 0.6812416379942575, 'url|boost': 7.132523043567645, 'title|boost': 6.569904756282725, 'title_bigrams|boost': 0.0, 'body|boost': 10.0, 'body_bigrams|boost': 0.0}\n",
      " > iteration 37/50, took 0:01:22 (remains: 0:17:54)\n",
      "   | 0.2759 (best: 0.2766) - {'tie_breaker': 0.44054666280894245, 'url|boost': 3.9469272830596145, 'title|boost': 8.314706688152857, 'title_bigrams|boost': 0.0, 'body|boost': 8.549351790260337, 'body_bigrams|boost': 0.0}\n",
      " > iteration 38/50, took 0:01:23 (remains: 0:16:40)\n",
      "   | 0.2727 (best: 0.2766) - {'tie_breaker': 0.39128502678662624, 'url|boost': 7.668088823868031, 'title|boost': 6.529193001702253, 'title_bigrams|boost': 0.0, 'body|boost': 8.535859757727312, 'body_bigrams|boost': 0.0}\n",
      " > iteration 39/50, took 0:01:21 (remains: 0:14:55)\n",
      "   | 0.2493 (best: 0.2766) - {'tie_breaker': 0.7371512103448874, 'url|boost': 2.662690280760944, 'title|boost': 2.118222530360952, 'title_bigrams|boost': 0.0, 'body|boost': 10.0, 'body_bigrams|boost': 10.0}\n",
      " > iteration 40/50, took 0:01:13 (remains: 0:12:19)\n",
      "   | 0.2779 (best: 0.2779) - {'tie_breaker': 0.44109124046909315, 'url|boost': 0.0, 'title|boost': 10.0, 'title_bigrams|boost': 2.785470344700141, 'body|boost': 10.0, 'body_bigrams|boost': 1.1633009548547044}\n",
      " > iteration 41/50, took 0:01:22 (remains: 0:12:20)\n",
      "   | 0.2755 (best: 0.2779) - {'tie_breaker': 0.4385358790771414, 'url|boost': 5.8907195626162885, 'title|boost': 10.0, 'title_bigrams|boost': 2.6075451198654838, 'body|boost': 10.0, 'body_bigrams|boost': 1.450827153439054}\n",
      " > iteration 42/50, took 0:01:22 (remains: 0:10:58)\n",
      "   | 0.2739 (best: 0.2779) - {'tie_breaker': 0.4994752621875437, 'url|boost': 10.0, 'title|boost': 10.0, 'title_bigrams|boost': 0.0, 'body|boost': 10.0, 'body_bigrams|boost': 2.2975340729257305}\n",
      " > iteration 43/50, took 0:01:12 (remains: 0:08:28)\n",
      "   | 0.2499 (best: 0.2779) - {'tie_breaker': 1.0, 'url|boost': 9.476096566777688, 'title|boost': 10.0, 'title_bigrams|boost': 10.0, 'body|boost': 10.0, 'body_bigrams|boost': 10.0}\n",
      " > iteration 44/50, took 0:01:13 (remains: 0:07:21)\n",
      "   | 0.2494 (best: 0.2779) - {'tie_breaker': 0.7405384722519339, 'url|boost': 7.95488335757981, 'title|boost': 0.0, 'title_bigrams|boost': 10.0, 'body|boost': 10.0, 'body_bigrams|boost': 0.0}\n",
      " > iteration 45/50, took 0:01:21 (remains: 0:06:45)\n",
      "   | 0.2729 (best: 0.2779) - {'tie_breaker': 0.3775531707755636, 'url|boost': 10.0, 'title|boost': 10.0, 'title_bigrams|boost': 2.9022848520229374, 'body|boost': 10.0, 'body_bigrams|boost': 0.0}\n",
      " > iteration 46/50, took 0:01:21 (remains: 0:05:24)\n",
      "   | 0.2676 (best: 0.2779) - {'tie_breaker': 1.0, 'url|boost': 8.016580607723482, 'title|boost': 10.0, 'title_bigrams|boost': 0.0, 'body|boost': 10.0, 'body_bigrams|boost': 6.950545661658619}\n",
      " > iteration 47/50, took 0:01:20 (remains: 0:04:02)\n",
      "   | 0.2756 (best: 0.2779) - {'tie_breaker': 0.38690570449392764, 'url|boost': 0.0, 'title|boost': 10.0, 'title_bigrams|boost': 3.2850275235186457, 'body|boost': 9.12917443173857, 'body_bigrams|boost': 2.6093541817829586}\n",
      " > iteration 48/50, took 0:01:21 (remains: 0:02:43)\n",
      "   | 0.2565 (best: 0.2779) - {'tie_breaker': 0.24230989724639918, 'url|boost': 0.0, 'title|boost': 4.24435568361746, 'title_bigrams|boost': 0.0, 'body|boost': 10.0, 'body_bigrams|boost': 3.3081096620325257}\n",
      " > iteration 49/50, took 0:01:21 (remains: 0:01:21)\n",
      "   | 0.2626 (best: 0.2779) - {'tie_breaker': 0.19784406684391048, 'url|boost': 1.037263069353518, 'title|boost': 4.136390995730322, 'title_bigrams|boost': 9.559418240484135, 'body|boost': 9.808684862612235, 'body_bigrams|boost': 1.1739328205210067}\n",
      " > iteration 50/50, took 0:01:21 (remains: 0:00:00)\n",
      "   | 0.2689 (best: 0.2779) - {'tie_breaker': 0.34671322812840905, 'url|boost': 8.432273180741634, 'title|boost': 8.907420257042366, 'title_bigrams|boost': 9.629609850637074, 'body|boost': 9.84988725961185, 'body_bigrams|boost': 7.241579197884343}\n",
      "Best score: 0.2779\n",
      "Best params: {'tie_breaker': 0.44109124046909315, 'url|boost': 0.0, 'title|boost': 10.0, 'title_bigrams|boost': 2.785470344700141, 'body|boost': 10.0, 'body_bigrams|boost': 1.1633009548547044}\n",
      "Final params: {'tie_breaker': 0.44109124046909315, 'url|boost': 0.0, 'title|boost': 10.0, 'title_bigrams|boost': 2.785470344700141, 'body|boost': 10.0, 'body_bigrams|boost': 1.1633009548547044}\n",
      "\n",
      "CPU times: user 1min 16s, sys: 15.9 s, total: 1min 32s\n",
      "Wall time: 1h 5min 1s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "_, _, final_params, metadata = optimize_query_mrr100_templated(es, max_concurrent_searches, index, _templates, template_id,\n",
    "    config_space=Config.parse({\n",
    "        'method': 'bayesian',\n",
    "        'num_iterations': 50,\n",
    "        'num_initial_points': 20,\n",
    "        'space': {\n",
    "            'tie_breaker': { 'low': 0.0, 'high': 1.0 },\n",
    "            'url|boost': { 'low': 0.0, 'high': 10.0 },\n",
    "            'title|boost': { 'low': 0.0, 'high': 10.0 },\n",
    "            'title_bigrams|boost': { 'low': 0.0, 'high': 10.0 },\n",
    "            'body|boost': { 'low': 0.0, 'high': 10.0 },\n",
    "            'body_bigrams|boost': { 'low': 0.0, 'high': 10.0 },\n",
    "        }\n",
    "    }))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 36 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = plot_objective(metadata, sample_source='result')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Evaluation with: MRR@100\n",
      "Score: 0.2999\n",
      "CPU times: user 2.09 s, sys: 723 ms, total: 2.81 s\n",
      "Wall time: 5min 36s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "_ = evaluate_mrr100_dev_templated(es, max_concurrent_searches, index, _templates, template_id, params=final_params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'tie_breaker': 0.44109124046909315,\n",
       " 'url|boost': 0.0,\n",
       " 'title|boost': 10.0,\n",
       " 'title_bigrams|boost': 2.785470344700141,\n",
       " 'body|boost': 10.0,\n",
       " 'body_bigrams|boost': 1.1633009548547044}"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_params"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Base fields + expansions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "_templates = deepcopy(base_templates)\n",
    "_templates[0]['template']['source']['query']['multi_match'] = {\n",
    "    \"type\": query_type,\n",
    "    \"query\": \"{{query_string}}\",\n",
    "    \"tie_breaker\": \"{{tie_breaker}}\",\n",
    "    \"fields\": [\n",
    "        \"url^{{url|boost}}\",\n",
    "        \"title^{{title|boost}}\",\n",
    "        \"body^{{body|boost}}\",\n",
    "        \"expansions^{{expansions|boost}}\",\n",
    "    ]\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Evaluation with: MRR@100\n",
      "Score: 0.3229\n",
      "CPU times: user 2.11 s, sys: 732 ms, total: 2.84 s\n",
      "Wall time: 3min 2s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "_ = evaluate_mrr100_dev_templated(es, max_concurrent_searches, index, _templates, template_id, params={\n",
    "    'tie_breaker': 0.0,\n",
    "    'url|boost': 1.0,\n",
    "    'title|boost': 1.0,\n",
    "    'body|boost': 1.0,\n",
    "    'expansions|boost': 1.0,\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimizing parameters\n",
      " - metric: MRR@100\n",
      " - queries: data/msmarco-document-sampled-queries.1000.tsv\n",
      " - queries: data/msmarco/document/msmarco-doctrain-qrels.tsv\n",
      " > iteration 1/50, took 0:00:47 (remains: 0:38:54)\n",
      "   | 0.3198 (best: 0.3198) - {'tie_breaker': 0.2441472870263855, 'url|boost': 5.737621997286874, 'title|boost': 3.4061282962057877, 'body|boost': 8.124644875610626, 'expansions|boost': 4.9442869913670595}\n",
      " > iteration 2/50, took 0:00:46 (remains: 0:37:31)\n",
      "   | 0.3057 (best: 0.3198) - {'tie_breaker': 0.2002518769540354, 'url|boost': 1.1788615433267782, 'title|boost': 7.6185658362793625, 'body|boost': 6.2281907602722955, 'expansions|boost': 8.226097025532841}\n",
      " > iteration 3/50, took 0:00:38 (remains: 0:29:50)\n",
      "   | 0.2982 (best: 0.3198) - {'tie_breaker': 0.8777228695332421, 'url|boost': 3.3744081572251123, 'title|boost': 1.8426306807148631, 'body|boost': 0.32744444900890574, 'expansions|boost': 3.1851947407017174}\n",
      " > iteration 4/50, took 0:00:45 (remains: 0:35:15)\n",
      "   | 0.2750 (best: 0.3198) - {'tie_breaker': 0.614220095944086, 'url|boost': 3.4906472389277647, 'title|boost': 1.031896789428626, 'body|boost': 7.940382731469335, 'expansions|boost': 0.5892770605073262}\n",
      " > iteration 5/50, took 0:00:38 (remains: 0:28:47)\n",
      "   | 0.3153 (best: 0.3198) - {'tie_breaker': 0.3730989546511399, 'url|boost': 6.237158011022555, 'title|boost': 6.864481908038837, 'body|boost': 5.353283998910933, 'expansions|boost': 7.366129476662899}\n",
      " > iteration 6/50, took 0:00:37 (remains: 0:27:27)\n",
      "   | 0.3181 (best: 0.3198) - {'tie_breaker': 0.4277438327973577, 'url|boost': 3.5869664120712867, 'title|boost': 4.850144272723858, 'body|boost': 8.046830234547468, 'expansions|boost': 6.967197244223571}\n",
      " > iteration 7/50, took 0:00:45 (remains: 0:32:46)\n",
      "   | 0.3006 (best: 0.3198) - {'tie_breaker': 0.7174028692049816, 'url|boost': 7.946257708199048, 'title|boost': 3.9116539744988463, 'body|boost': 2.4366832737046957, 'expansions|boost': 6.109010835540939}\n",
      " > iteration 8/50, took 0:00:37 (remains: 0:26:15)\n",
      "   | 0.3073 (best: 0.3198) - {'tie_breaker': 0.4884531562810006, 'url|boost': 6.843596015414163, 'title|boost': 8.842151585072342, 'body|boost': 5.651279830475064, 'expansions|boost': 5.712136992956105}\n",
      " > iteration 9/50, took 0:00:45 (remains: 0:30:57)\n",
      "   | 0.3090 (best: 0.3198) - {'tie_breaker': 0.8734771061353704, 'url|boost': 4.04452594111215, 'title|boost': 7.670082608758346, 'body|boost': 7.46723005268199, 'expansions|boost': 8.338485814990616}\n",
      " > iteration 10/50, took 0:00:38 (remains: 0:25:56)\n",
      "   | 0.2785 (best: 0.3198) - {'tie_breaker': 0.25283494414420776, 'url|boost': 9.023869857677154, 'title|boost': 7.30696224693529, 'body|boost': 8.283793621149087, 'expansions|boost': 1.3268270269388718}\n",
      " > iteration 11/50, took 0:00:37 (remains: 0:24:19)\n",
      "   | 0.3112 (best: 0.3198) - {'tie_breaker': 0.8333392193430509, 'url|boost': 5.099240050436203, 'title|boost': 1.0302041471030157, 'body|boost': 3.9019468873212757, 'expansions|boost': 5.8737142642410625}\n",
      " > iteration 12/50, took 0:00:44 (remains: 0:28:18)\n",
      "   | 0.3187 (best: 0.3198) - {'tie_breaker': 0.4425765254280052, 'url|boost': 3.4466336829721063, 'title|boost': 0.18231351089467832, 'body|boost': 7.276600336679914, 'expansions|boost': 3.9658014936563966}\n",
      " > iteration 13/50, took 0:00:45 (remains: 0:28:17)\n",
      "   | 0.3162 (best: 0.3198) - {'tie_breaker': 0.6318056163768817, 'url|boost': 1.7833134900533134, 'title|boost': 1.6920490291124048, 'body|boost': 9.831681811872283, 'expansions|boost': 9.957012745179362}\n",
      " > iteration 14/50, took 0:00:44 (remains: 0:26:56)\n",
      "   | 0.3091 (best: 0.3198) - {'tie_breaker': 0.19943961236841573, 'url|boost': 4.025166093693194, 'title|boost': 3.3087562689720835, 'body|boost': 6.270196882939302, 'expansions|boost': 9.104300074298546}\n",
      " > iteration 15/50, took 0:00:45 (remains: 0:26:37)\n",
      "   | 0.3155 (best: 0.3198) - {'tie_breaker': 0.5093646826442819, 'url|boost': 5.2278980009309715, 'title|boost': 7.25565138513851, 'body|boost': 8.09611919548191, 'expansions|boost': 8.981515613524476}\n",
      " > iteration 16/50, took 0:00:45 (remains: 0:25:40)\n",
      "   | 0.3121 (best: 0.3198) - {'tie_breaker': 0.910187081462542, 'url|boost': 0.27260568657831447, 'title|boost': 4.230249880187183, 'body|boost': 5.374572899420605, 'expansions|boost': 4.913756566284103}\n",
      " > iteration 17/50, took 0:00:37 (remains: 0:20:48)\n",
      "   | 0.3002 (best: 0.3198) - {'tie_breaker': 0.7972861450966046, 'url|boost': 6.2928936367358235, 'title|boost': 9.886254215533208, 'body|boost': 1.8034626876527806, 'expansions|boost': 9.471505769280538}\n",
      " > iteration 18/50, took 0:00:37 (remains: 0:20:11)\n",
      "   | 0.3153 (best: 0.3198) - {'tie_breaker': 0.5458810042840344, 'url|boost': 5.217506602297036, 'title|boost': 3.963917586099739, 'body|boost': 6.0214972648413845, 'expansions|boost': 5.929054081385522}\n",
      " > iteration 19/50, took 0:00:44 (remains: 0:22:48)\n",
      "   | 0.3169 (best: 0.3198) - {'tie_breaker': 0.5618295900176224, 'url|boost': 6.090200842238337, 'title|boost': 3.185607549579004, 'body|boost': 4.847762352866987, 'expansions|boost': 7.996763418397981}\n",
      " > iteration 20/50, took 0:00:40 (remains: 0:20:01)\n",
      "   | 0.3050 (best: 0.3198) - {'tie_breaker': 0.5922382652014063, 'url|boost': 7.834879663854892, 'title|boost': 0.20405485715169316, 'body|boost': 1.1321979568114784, 'expansions|boost': 5.359237575402758}\n",
      " > iteration 21/50, took 0:00:18 (remains: 0:08:51)\n",
      "   | 0.2575 (best: 0.3198) - {'tie_breaker': 0.0, 'url|boost': 0.0, 'title|boost': 0.0, 'body|boost': 10.0, 'expansions|boost': 4.065641641400731}\n",
      " > iteration 22/50, took 0:00:17 (remains: 0:08:21)\n",
      "   | 0.3081 (best: 0.3198) - {'tie_breaker': 0.0, 'url|boost': 10.0, 'title|boost': 0.0, 'body|boost': 9.603287884818577, 'expansions|boost': 7.624220979270969}\n",
      " > iteration 23/50, took 0:00:36 (remains: 0:16:12)\n",
      "   | 0.3059 (best: 0.3198) - {'tie_breaker': 0.6660010569360953, 'url|boost': 0.0, 'title|boost': 0.0, 'body|boost': 0.0, 'expansions|boost': 6.715590935151892}\n",
      " > iteration 24/50, took 0:00:28 (remains: 0:12:23)\n",
      "   | 0.3090 (best: 0.3198) - {'tie_breaker': 1.0, 'url|boost': 0.0, 'title|boost': 0.0, 'body|boost': 10.0, 'expansions|boost': 10.0}\n",
      " > iteration 25/50, took 0:00:38 (remains: 0:16:06)\n",
      "   | 0.3182 (best: 0.3198) - {'tie_breaker': 0.3487482678432697, 'url|boost': 10.0, 'title|boost': 0.0, 'body|boost': 10.0, 'expansions|boost': 10.0}\n",
      " > iteration 26/50, took 0:00:38 (remains: 0:15:26)\n",
      "   | 0.3213 (best: 0.3213) - {'tie_breaker': 0.3258394921097989, 'url|boost': 9.568516610595951, 'title|boost': 0.0, 'body|boost': 10.0, 'expansions|boost': 5.8770418638913355}\n",
      " > iteration 27/50, took 0:00:36 (remains: 0:13:52)\n",
      "   | 0.3080 (best: 0.3213) - {'tie_breaker': 1.0, 'url|boost': 10.0, 'title|boost': 0.0, 'body|boost': 10.0, 'expansions|boost': 10.0}\n",
      " > iteration 28/50, took 0:00:16 (remains: 0:06:03)\n",
      "   | 0.3059 (best: 0.3213) - {'tie_breaker': 0.0, 'url|boost': 10.0, 'title|boost': 0.0, 'body|boost': 0.0, 'expansions|boost': 10.0}\n",
      " > iteration 29/50, took 0:00:37 (remains: 0:13:09)\n",
      "   | 0.3059 (best: 0.3213) - {'tie_breaker': 0.30426811261272824, 'url|boost': 0.0, 'title|boost': 0.0, 'body|boost': 0.0, 'expansions|boost': 5.25621047038123}\n",
      " > iteration 30/50, took 0:00:30 (remains: 0:10:12)\n",
      "   | 0.3072 (best: 0.3213) - {'tie_breaker': 1.0, 'url|boost': 2.5519363816857488, 'title|boost': 0.0, 'body|boost': 10.0, 'expansions|boost': 5.8810032450600245}\n",
      " > iteration 31/50, took 0:00:45 (remains: 0:14:15)\n",
      "   | 0.3202 (best: 0.3213) - {'tie_breaker': 0.35516504276196953, 'url|boost': 5.480094735478502, 'title|boost': 0.0, 'body|boost': 10.0, 'expansions|boost': 5.864652803292668}\n",
      " > iteration 32/50, took 0:00:47 (remains: 0:14:23)\n",
      "   | 0.3125 (best: 0.3213) - {'tie_breaker': 0.5180437968157371, 'url|boost': 0.0, 'title|boost': 0.0, 'body|boost': 10.0, 'expansions|boost': 5.743544272994454}\n",
      " > iteration 33/50, took 0:00:36 (remains: 0:10:21)\n",
      "   | 0.3088 (best: 0.3213) - {'tie_breaker': 0.4455073710725804, 'url|boost': 4.857285310150422, 'title|boost': 0.0, 'body|boost': 0.0, 'expansions|boost': 10.0}\n",
      " > iteration 34/50, took 0:00:46 (remains: 0:12:31)\n",
      "   | 0.3186 (best: 0.3213) - {'tie_breaker': 0.23089382822984134, 'url|boost': 10.0, 'title|boost': 10.0, 'body|boost': 10.0, 'expansions|boost': 7.516461677845196}\n",
      " > iteration 35/50, took 0:00:44 (remains: 0:11:09)\n",
      "   | 0.3202 (best: 0.3213) - {'tie_breaker': 0.2919960407127192, 'url|boost': 10.0, 'title|boost': 0.0, 'body|boost': 10.0, 'expansions|boost': 7.227907685075291}\n",
      " > iteration 36/50, took 0:00:43 (remains: 0:10:12)\n",
      "   | 0.3173 (best: 0.3213) - {'tie_breaker': 0.5926588678833962, 'url|boost': 10.0, 'title|boost': 0.0, 'body|boost': 10.0, 'expansions|boost': 10.0}\n",
      " > iteration 37/50, took 0:00:16 (remains: 0:03:39)\n",
      "   | 0.2614 (best: 0.3213) - {'tie_breaker': 1.0, 'url|boost': 0.0, 'title|boost': 2.1447899084559188, 'body|boost': 10.0, 'expansions|boost': 0.0}\n",
      " > iteration 38/50, took 0:00:37 (remains: 0:07:34)\n",
      "   | 0.3158 (best: 0.3213) - {'tie_breaker': 0.09137436400757154, 'url|boost': 10.0, 'title|boost': 6.944265288210758, 'body|boost': 9.846517901725528, 'expansions|boost': 6.358098995670475}\n",
      " > iteration 39/50, took 0:00:44 (remains: 0:08:14)\n",
      "   | 0.3126 (best: 0.3213) - {'tie_breaker': 0.20017582639691103, 'url|boost': 10.0, 'title|boost': 0.0, 'body|boost': 4.769043947308316, 'expansions|boost': 5.395814497635003}\n",
      " > iteration 40/50, took 0:00:16 (remains: 0:02:48)\n",
      "   | 0.3059 (best: 0.3213) - {'tie_breaker': 0.0, 'url|boost': 10.0, 'title|boost': 10.0, 'body|boost': 10.0, 'expansions|boost': 10.0}\n",
      " > iteration 41/50, took 0:00:38 (remains: 0:05:45)\n",
      "   | 0.3150 (best: 0.3213) - {'tie_breaker': 0.400282163381771, 'url|boost': 0.0, 'title|boost': 0.0, 'body|boost': 10.0, 'expansions|boost': 10.0}\n",
      " > iteration 42/50, took 0:00:39 (remains: 0:05:14)\n",
      "   | 0.2952 (best: 0.3213) - {'tie_breaker': 1.0, 'url|boost': 10.0, 'title|boost': 0.0, 'body|boost': 10.0, 'expansions|boost': 4.183103982653743}\n",
      " > iteration 43/50, took 0:00:47 (remains: 0:05:29)\n",
      "   | 0.3073 (best: 0.3213) - {'tie_breaker': 0.6435809215227882, 'url|boost': 0.38549172952064953, 'title|boost': 5.201915774668152, 'body|boost': 9.75251306587792, 'expansions|boost': 4.106997197204003}\n",
      " > iteration 44/50, took 0:00:45 (remains: 0:04:35)\n",
      "   | 0.3049 (best: 0.3213) - {'tie_breaker': 0.05839292810358833, 'url|boost': 0.19760687857162676, 'title|boost': 7.525585184298613, 'body|boost': 8.287271017874843, 'expansions|boost': 9.91869840692535}\n",
      " > iteration 45/50, took 0:00:47 (remains: 0:03:56)\n",
      "   | 0.3030 (best: 0.3213) - {'tie_breaker': 0.34974424262592146, 'url|boost': 10.0, 'title|boost': 10.0, 'body|boost': 10.0, 'expansions|boost': 4.661088934314962}\n",
      " > iteration 46/50, took 0:00:38 (remains: 0:02:32)\n",
      "   | 0.3114 (best: 0.3213) - {'tie_breaker': 0.49095415805758974, 'url|boost': 10.0, 'title|boost': 0.0, 'body|boost': 3.480696498388625, 'expansions|boost': 10.0}\n",
      " > iteration 47/50, took 0:00:45 (remains: 0:02:15)\n",
      "   | 0.3120 (best: 0.3213) - {'tie_breaker': 0.572601047246278, 'url|boost': 0.0, 'title|boost': 10.0, 'body|boost': 10.0, 'expansions|boost': 10.0}\n",
      " > iteration 48/50, took 0:00:46 (remains: 0:01:32)\n",
      "   | 0.3185 (best: 0.3213) - {'tie_breaker': 0.5659169419559624, 'url|boost': 8.19510091216253, 'title|boost': 0.15567286185369514, 'body|boost': 9.94211540290525, 'expansions|boost': 8.291167283834293}\n",
      " > iteration 49/50, took 0:00:46 (remains: 0:00:46)\n",
      "   | 0.3222 (best: 0.3222) - {'tie_breaker': 0.24016197941193704, 'url|boost': 6.922824728289295, 'title|boost': 0.0, 'body|boost': 10.0, 'expansions|boost': 6.912162717092728}\n",
      " > iteration 50/50, took 0:00:45 (remains: 0:00:00)\n",
      "   | 0.3202 (best: 0.3222) - {'tie_breaker': 0.37280037922061116, 'url|boost': 6.613523427938968, 'title|boost': 0.0, 'body|boost': 10.0, 'expansions|boost': 7.363597371946781}\n",
      "Best score: 0.3222\n",
      "Best params: {'tie_breaker': 0.24016197941193704, 'url|boost': 6.922824728289295, 'title|boost': 0.0, 'body|boost': 10.0, 'expansions|boost': 6.912162717092728}\n",
      "Final params: {'tie_breaker': 0.24016197941193704, 'url|boost': 6.922824728289295, 'title|boost': 0.0, 'body|boost': 10.0, 'expansions|boost': 6.912162717092728}\n",
      "\n",
      "CPU times: user 1min 16s, sys: 16.3 s, total: 1min 33s\n",
      "Wall time: 32min 46s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "_, _, final_params, metadata = optimize_query_mrr100_templated(es, max_concurrent_searches, index, _templates, template_id,\n",
    "    config_space=Config.parse({\n",
    "        'method': 'bayesian',\n",
    "        'num_iterations': 50,\n",
    "        'num_initial_points': 20,\n",
    "        'space': {\n",
    "            'tie_breaker': { 'low': 0.0, 'high': 1.0 },\n",
    "            'url|boost': { 'low': 0.0, 'high': 10.0 },\n",
    "            'title|boost': { 'low': 0.0, 'high': 10.0 },\n",
    "            'body|boost': { 'low': 0.0, 'high': 10.0 },\n",
    "            'expansions|boost': { 'low': 0.0, 'high': 10.0 },\n",
    "        }\n",
    "    }))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 25 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = plot_objective(metadata, sample_source='result')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Evaluation with: MRR@100\n",
      "Score: 0.3369\n",
      "CPU times: user 2.15 s, sys: 634 ms, total: 2.78 s\n",
      "Wall time: 3min 24s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "_ = evaluate_mrr100_dev_templated(es, max_concurrent_searches, index, _templates, template_id, params=final_params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'tie_breaker': 0.24016197941193704,\n",
       " 'url|boost': 6.922824728289295,\n",
       " 'title|boost': 0.0,\n",
       " 'body|boost': 10.0,\n",
       " 'expansions|boost': 6.912162717092728}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_params"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Base fields + expansions + bigrams"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "_templates = deepcopy(base_templates)\n",
    "_templates[0]['template']['source']['query']['multi_match'] = {\n",
    "    \"type\": query_type,\n",
    "    \"query\": \"{{query_string}}\",\n",
    "    \"tie_breaker\": \"{{tie_breaker}}\",\n",
    "    \"fields\": [\n",
    "        \"url^{{url|boost}}\",\n",
    "        \"title^{{title|boost}}\",\n",
    "        \"title.bigrams^{{title_bigrams|boost}}\",\n",
    "        \"body^{{body|boost}}\",\n",
    "        \"body.bigrams^{{body_bigrams|boost}}\",\n",
    "        \"expansions^{{expansions|boost}}\",\n",
    "        \"expansions.bigrams^{{expansions_bigrams|boost}}\"\n",
    "    ]\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Evaluation with: MRR@100\n",
      "Score: 0.3240\n",
      "CPU times: user 2.18 s, sys: 695 ms, total: 2.88 s\n",
      "Wall time: 7min 12s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "_ = evaluate_mrr100_dev_templated(es, max_concurrent_searches, index, _templates, template_id, params={\n",
    "    'tie_breaker': 0.0,\n",
    "    'url|boost': 1.0,\n",
    "    'title|boost': 1.0,\n",
    "    'title_bigrams|boost': 1.0,\n",
    "    'body|boost': 1.0,\n",
    "    'body_bigrams|boost': 1.0,\n",
    "    'expansions|boost': 1.0,\n",
    "    'expansions_bigrams|boost': 1.0\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimizing parameters\n",
      " - metric: MRR@100\n",
      " - queries: data/msmarco-document-sampled-queries.1000.tsv\n",
      " - queries: data/msmarco/document/msmarco-doctrain-qrels.tsv\n",
      " > iteration 1/50, took 0:01:23 (remains: 1:08:07)\n",
      "   | 0.3005 (best: 0.3005) - {'tie_breaker': 0.9820076479816153, 'url|boost': 0.7725592893156076, 'title|boost': 3.3357297854373074, 'title_bigrams|boost': 1.8300419016710914, 'body|boost': 9.824504170213512, 'body_bigrams|boost': 8.101351319678972, 'expansions|boost': 6.894224496819051, 'expansions_bigrams|boost': 8.092348816326012}\n",
      " > iteration 2/50, took 0:01:22 (remains: 1:05:54)\n",
      "   | 0.3077 (best: 0.3077) - {'tie_breaker': 0.9368647758039217, 'url|boost': 7.9224670082224, 'title|boost': 2.6508865074731363, 'title_bigrams|boost': 4.351732636698876, 'body|boost': 9.82932759939242, 'body_bigrams|boost': 2.709424960081757, 'expansions|boost': 9.68116033329841, 'expansions_bigrams|boost': 6.9099649169396}\n",
      " > iteration 3/50, took 0:01:28 (remains: 1:09:35)\n",
      "   | 0.3050 (best: 0.3077) - {'tie_breaker': 0.3357059597596174, 'url|boost': 1.9983540506185875, 'title|boost': 3.6168814552137567, 'title_bigrams|boost': 1.0811726235751764, 'body|boost': 7.156249849569502, 'body_bigrams|boost': 5.21142703722782, 'expansions|boost': 3.0453281692263774, 'expansions_bigrams|boost': 6.257737676596522}\n",
      " > iteration 4/50, took 0:01:25 (remains: 1:05:43)\n",
      "   | 0.3006 (best: 0.3077) - {'tie_breaker': 0.7686664736738171, 'url|boost': 8.054648668444594, 'title|boost': 8.306751387470557, 'title_bigrams|boost': 4.710061950970935, 'body|boost': 6.582409531844662, 'body_bigrams|boost': 0.23224409930560633, 'expansions|boost': 7.785862307622761, 'expansions_bigrams|boost': 1.9365890313790564}\n",
      " > iteration 5/50, took 0:01:28 (remains: 1:06:00)\n",
      "   | 0.2884 (best: 0.3077) - {'tie_breaker': 0.8803890573682466, 'url|boost': 8.063079573489194, 'title|boost': 0.5344112398044633, 'title_bigrams|boost': 5.614735554466605, 'body|boost': 6.113860483344197, 'body_bigrams|boost': 8.686729236054752, 'expansions|boost': 7.015539496688049, 'expansions_bigrams|boost': 0.4007593846015412}\n",
      " > iteration 6/50, took 0:01:25 (remains: 1:02:43)\n",
      "   | 0.3035 (best: 0.3077) - {'tie_breaker': 0.7464871421976953, 'url|boost': 7.782184843978717, 'title|boost': 2.558064632410974, 'title_bigrams|boost': 3.34231103633079, 'body|boost': 7.293273936599115, 'body_bigrams|boost': 0.17321575588220453, 'expansions|boost': 4.840534325863681, 'expansions_bigrams|boost': 2.2573941202220333}\n",
      " > iteration 7/50, took 0:01:26 (remains: 1:01:53)\n",
      "   | 0.3007 (best: 0.3077) - {'tie_breaker': 0.10207870921069498, 'url|boost': 1.4484122483753294, 'title|boost': 3.1223749593305787, 'title_bigrams|boost': 1.5992819211889011, 'body|boost': 9.085352913805576, 'body_bigrams|boost': 9.44936382541927, 'expansions|boost': 5.411768217552591, 'expansions_bigrams|boost': 8.667095711410814}\n",
      " > iteration 8/50, took 0:01:28 (remains: 1:01:55)\n",
      "   | 0.2515 (best: 0.3077) - {'tie_breaker': 0.34213542013927584, 'url|boost': 0.8392367732494178, 'title|boost': 3.332928683500313, 'title_bigrams|boost': 3.2898364626491867, 'body|boost': 0.9003656864642252, 'body_bigrams|boost': 4.125301399720767, 'expansions|boost': 1.163893666298166, 'expansions_bigrams|boost': 1.271820052243148}\n",
      " > iteration 9/50, took 0:01:24 (remains: 0:57:45)\n",
      "   | 0.2652 (best: 0.3077) - {'tie_breaker': 0.5694503987171226, 'url|boost': 2.848296342233046, 'title|boost': 6.589504660950043, 'title_bigrams|boost': 8.513064037158939, 'body|boost': 4.877959274116267, 'body_bigrams|boost': 6.038792179991938, 'expansions|boost': 1.8097028388925676, 'expansions_bigrams|boost': 2.7999754279999163}\n",
      " > iteration 10/50, took 0:01:25 (remains: 0:57:09)\n",
      "   | 0.2977 (best: 0.3077) - {'tie_breaker': 0.8395282281581405, 'url|boost': 8.731459092565323, 'title|boost': 4.1613895883887055, 'title_bigrams|boost': 2.7252318301838137, 'body|boost': 5.0841093981629735, 'body_bigrams|boost': 4.598579201632856, 'expansions|boost': 5.157136605267615, 'expansions_bigrams|boost': 6.359821778005301}\n",
      " > iteration 11/50, took 0:01:29 (remains: 0:58:17)\n",
      "   | 0.3002 (best: 0.3077) - {'tie_breaker': 0.5198240268834494, 'url|boost': 4.488115459810826, 'title|boost': 7.667298818425715, 'title_bigrams|boost': 0.9798814833190375, 'body|boost': 0.2295340602481655, 'body_bigrams|boost': 8.850091816618754, 'expansions|boost': 7.182146266890666, 'expansions_bigrams|boost': 7.988602659380923}\n",
      " > iteration 12/50, took 0:01:33 (remains: 0:59:15)\n",
      "   | 0.3106 (best: 0.3106) - {'tie_breaker': 0.14930771456619454, 'url|boost': 8.847841857991623, 'title|boost': 1.3084044209721182, 'title_bigrams|boost': 1.258636836399776, 'body|boost': 7.7055826403385055, 'body_bigrams|boost': 8.862809867203016, 'expansions|boost': 5.9617119837645625, 'expansions_bigrams|boost': 7.981983808383238}\n",
      " > iteration 13/50, took 0:01:30 (remains: 0:55:30)\n",
      "   | 0.3032 (best: 0.3106) - {'tie_breaker': 0.29154290977189495, 'url|boost': 8.207315604542085, 'title|boost': 7.9159368944368245, 'title_bigrams|boost': 0.12903021502217896, 'body|boost': 3.4140726749076227, 'body_bigrams|boost': 0.514875401909053, 'expansions|boost': 3.135500735131817, 'expansions_bigrams|boost': 1.2916389467480895}\n",
      " > iteration 14/50, took 0:01:24 (remains: 0:50:51)\n",
      "   | 0.2555 (best: 0.3106) - {'tie_breaker': 0.8237339158987514, 'url|boost': 1.822829202357791, 'title|boost': 8.970273962395368, 'title_bigrams|boost': 3.7775050853830616, 'body|boost': 0.18615870511463964, 'body_bigrams|boost': 3.58136110150081, 'expansions|boost': 0.16427443302317604, 'expansions_bigrams|boost': 3.6740378282628035}\n",
      " > iteration 15/50, took 0:01:30 (remains: 0:52:48)\n",
      "   | 0.3091 (best: 0.3106) - {'tie_breaker': 0.19244411452709181, 'url|boost': 2.7893544310950897, 'title|boost': 7.299579142787234, 'title_bigrams|boost': 7.76901236007851, 'body|boost': 5.206979287725318, 'body_bigrams|boost': 9.175864295574907, 'expansions|boost': 9.244472471270814, 'expansions_bigrams|boost': 9.637536090551496}\n",
      " > iteration 16/50, took 0:01:28 (remains: 0:50:15)\n",
      "   | 0.3058 (best: 0.3106) - {'tie_breaker': 0.0013428095813844412, 'url|boost': 4.666767474225032, 'title|boost': 9.747321499613408, 'title_bigrams|boost': 4.34089731170848, 'body|boost': 8.132858875764102, 'body_bigrams|boost': 0.9529577658735768, 'expansions|boost': 9.181698669485343, 'expansions_bigrams|boost': 2.6190197600323257}\n",
      " > iteration 17/50, took 0:01:27 (remains: 0:48:09)\n",
      "   | 0.3045 (best: 0.3106) - {'tie_breaker': 0.28011377051841596, 'url|boost': 3.898521413966922, 'title|boost': 2.261106224803828, 'title_bigrams|boost': 2.5750384657791443, 'body|boost': 9.370746825697058, 'body_bigrams|boost': 7.478950426406163, 'expansions|boost': 4.176849015746306, 'expansions_bigrams|boost': 9.242128946546185}\n",
      " > iteration 18/50, took 0:01:29 (remains: 0:47:44)\n",
      "   | 0.3033 (best: 0.3106) - {'tie_breaker': 0.0013487541911086922, 'url|boost': 5.3482565239220845, 'title|boost': 9.667029378805433, 'title_bigrams|boost': 1.2806308638635757, 'body|boost': 7.979283104765531, 'body_bigrams|boost': 6.869690694971332, 'expansions|boost': 7.562371708762708, 'expansions_bigrams|boost': 8.780720567080433}\n",
      " > iteration 19/50, took 0:01:30 (remains: 0:46:40)\n",
      "   | 0.2654 (best: 0.3106) - {'tie_breaker': 0.3873779349768547, 'url|boost': 1.1590150976453464, 'title|boost': 9.33380007471192, 'title_bigrams|boost': 9.78079504377321, 'body|boost': 5.8053224404210795, 'body_bigrams|boost': 6.2285214054845675, 'expansions|boost': 1.3043070710505913, 'expansions_bigrams|boost': 3.817872029522599}\n",
      " > iteration 20/50, took 0:01:30 (remains: 0:45:04)\n",
      "   | 0.2983 (best: 0.3106) - {'tie_breaker': 0.8168077370136533, 'url|boost': 7.964359098575596, 'title|boost': 4.9693226382737965, 'title_bigrams|boost': 4.829865285374254, 'body|boost': 6.554902058097976, 'body_bigrams|boost': 3.8875039262902766, 'expansions|boost': 7.320689124162594, 'expansions_bigrams|boost': 1.0460074398380084}\n",
      " > iteration 21/50, took 0:01:27 (remains: 0:42:31)\n",
      "   | 0.3036 (best: 0.3106) - {'tie_breaker': 1.0, 'url|boost': 10.0, 'title|boost': 4.341278346318968, 'title_bigrams|boost': 0.0, 'body|boost': 10.0, 'body_bigrams|boost': 6.603970980591157, 'expansions|boost': 10.0, 'expansions_bigrams|boost': 0.0}\n",
      " > iteration 22/50, took 0:01:29 (remains: 0:41:42)\n",
      "   | 0.2800 (best: 0.3106) - {'tie_breaker': 0.4834214899823913, 'url|boost': 10.0, 'title|boost': 9.676123074934937, 'title_bigrams|boost': 0.0, 'body|boost': 10.0, 'body_bigrams|boost': 0.5490642134959285, 'expansions|boost': 0.0, 'expansions_bigrams|boost': 1.7945022323080526}\n",
      " > iteration 23/50, took 0:01:30 (remains: 0:40:40)\n",
      "   | 0.2676 (best: 0.3106) - {'tie_breaker': 1.0, 'url|boost': 10.0, 'title|boost': 10.0, 'title_bigrams|boost': 10.0, 'body|boost': 0.0, 'body_bigrams|boost': 0.0, 'expansions|boost': 10.0, 'expansions_bigrams|boost': 0.0}\n",
      " > iteration 24/50, took 0:01:26 (remains: 0:37:29)\n",
      "   | 0.3037 (best: 0.3106) - {'tie_breaker': 1.0, 'url|boost': 10.0, 'title|boost': 0.0, 'title_bigrams|boost': 0.0, 'body|boost': 5.629014102225899, 'body_bigrams|boost': 7.41841010289061, 'expansions|boost': 10.0, 'expansions_bigrams|boost': 5.5438457173515925}\n",
      " > iteration 25/50, took 0:01:26 (remains: 0:36:11)\n",
      "   | 0.3066 (best: 0.3106) - {'tie_breaker': 0.0642264440793676, 'url|boost': 2.460176593071993, 'title|boost': 0.29452424380645, 'title_bigrams|boost': 0.0, 'body|boost': 9.680888878143325, 'body_bigrams|boost': 0.0, 'expansions|boost': 6.097518640015355, 'expansions_bigrams|boost': 8.760176712455012}\n",
      " > iteration 26/50, took 0:01:25 (remains: 0:34:11)\n",
      "   | 0.3093 (best: 0.3106) - {'tie_breaker': 0.6311002506467469, 'url|boost': 10.0, 'title|boost': 5.2453888859448705, 'title_bigrams|boost': 0.0, 'body|boost': 6.6876134458149945, 'body_bigrams|boost': 0.0, 'expansions|boost': 5.4599862299002035, 'expansions_bigrams|boost': 4.543157924605365}\n",
      " > iteration 27/50, took 0:01:16 (remains: 0:29:11)\n",
      "   | 0.3062 (best: 0.3106) - {'tie_breaker': 0.0, 'url|boost': 10.0, 'title|boost': 10.0, 'title_bigrams|boost': 0.0, 'body|boost': 3.0184688482878688, 'body_bigrams|boost': 0.0, 'expansions|boost': 10.0, 'expansions_bigrams|boost': 10.0}\n",
      " > iteration 28/50, took 0:01:28 (remains: 0:32:17)\n",
      "   | 0.3045 (best: 0.3106) - {'tie_breaker': 1.0, 'url|boost': 10.0, 'title|boost': 0.0, 'title_bigrams|boost': 0.0, 'body|boost': 5.198846649333016, 'body_bigrams|boost': 0.45299829281319426, 'expansions|boost': 3.0318322332972554, 'expansions_bigrams|boost': 10.0}\n",
      " > iteration 29/50, took 0:01:29 (remains: 0:31:23)\n",
      "   | 0.3024 (best: 0.3106) - {'tie_breaker': 0.9066032550960686, 'url|boost': 0.0, 'title|boost': 2.2381491524567423, 'title_bigrams|boost': 7.864619961027048, 'body|boost': 10.0, 'body_bigrams|boost': 1.2944933887317167, 'expansions|boost': 10.0, 'expansions_bigrams|boost': 7.723109664879307}\n",
      " > iteration 30/50, took 0:01:32 (remains: 0:30:57)\n",
      "   | 0.2509 (best: 0.3106) - {'tie_breaker': 0.026996411427994, 'url|boost': 10.0, 'title|boost': 0.0, 'title_bigrams|boost': 0.0, 'body|boost': 10.0, 'body_bigrams|boost': 9.096871487452129, 'expansions|boost': 3.9527005247543228, 'expansions_bigrams|boost': 0.0}\n",
      " > iteration 31/50, took 0:01:26 (remains: 0:27:32)\n",
      "   | 0.3041 (best: 0.3106) - {'tie_breaker': 0.907479362081647, 'url|boost': 9.436792768451447, 'title|boost': 0.0, 'title_bigrams|boost': 4.416693575690006, 'body|boost': 7.780880522850277, 'body_bigrams|boost': 0.0, 'expansions|boost': 5.923103505447013, 'expansions_bigrams|boost': 10.0}\n",
      " > iteration 32/50, took 0:01:24 (remains: 0:25:29)\n",
      "   | 0.3139 (best: 0.3139) - {'tie_breaker': 0.15872541667783815, 'url|boost': 9.891106592231061, 'title|boost': 0.0, 'title_bigrams|boost': 0.0, 'body|boost': 2.6600521638684826, 'body_bigrams|boost': 10.0, 'expansions|boost': 10.0, 'expansions_bigrams|boost': 10.0}\n",
      " > iteration 33/50, took 0:01:33 (remains: 0:26:32)\n",
      "   | 0.3120 (best: 0.3139) - {'tie_breaker': 0.2085665984838101, 'url|boost': 10.0, 'title|boost': 0.0, 'title_bigrams|boost': 10.0, 'body|boost': 0.0, 'body_bigrams|boost': 10.0, 'expansions|boost': 10.0, 'expansions_bigrams|boost': 10.0}\n",
      " > iteration 34/50, took 0:01:34 (remains: 0:25:05)\n",
      "   | 0.2874 (best: 0.3139) - {'tie_breaker': 0.08156944543701627, 'url|boost': 10.0, 'title|boost': 8.697513620317334, 'title_bigrams|boost': 1.4627635287579057, 'body|boost': 10.0, 'body_bigrams|boost': 0.0, 'expansions|boost': 3.163510747224221, 'expansions_bigrams|boost': 5.664386124255476}\n",
      " > iteration 35/50, took 0:01:27 (remains: 0:21:55)\n",
      "   | 0.2916 (best: 0.3139) - {'tie_breaker': 0.6439189402411595, 'url|boost': 2.980137079022263, 'title|boost': 0.0, 'title_bigrams|boost': 0.0, 'body|boost': 4.253789745372667, 'body_bigrams|boost': 10.0, 'expansions|boost': 5.262856804816942, 'expansions_bigrams|boost': 10.0}\n",
      " > iteration 36/50, took 0:01:34 (remains: 0:22:02)\n",
      "   | 0.3064 (best: 0.3139) - {'tie_breaker': 0.30580376461520364, 'url|boost': 0.0, 'title|boost': 0.0, 'title_bigrams|boost': 0.0, 'body|boost': 0.0, 'body_bigrams|boost': 10.0, 'expansions|boost': 10.0, 'expansions_bigrams|boost': 10.0}\n",
      " > iteration 37/50, took 0:01:34 (remains: 0:20:24)\n",
      "   | 0.3091 (best: 0.3139) - {'tie_breaker': 0.044043619517210204, 'url|boost': 10.0, 'title|boost': 1.1517213765463088, 'title_bigrams|boost': 5.402595863022503, 'body|boost': 0.9084532332476047, 'body_bigrams|boost': 0.0, 'expansions|boost': 4.536592430021082, 'expansions_bigrams|boost': 0.0}\n",
      " > iteration 38/50, took 0:01:21 (remains: 0:16:19)\n",
      "   | 0.3082 (best: 0.3139) - {'tie_breaker': 0.0, 'url|boost': 10.0, 'title|boost': 3.404701123742267, 'title_bigrams|boost': 0.04964865127102098, 'body|boost': 10.0, 'body_bigrams|boost': 0.0, 'expansions|boost': 7.826713029381681, 'expansions_bigrams|boost': 5.342622647912105}\n",
      " > iteration 39/50, took 0:01:31 (remains: 0:16:43)\n",
      "   | 0.3062 (best: 0.3139) - {'tie_breaker': 0.0, 'url|boost': 10.0, 'title|boost': 1.1197935323778823, 'title_bigrams|boost': 1.3202528798158963, 'body|boost': 10.0, 'body_bigrams|boost': 7.384163934090825, 'expansions|boost': 10.0, 'expansions_bigrams|boost': 10.0}\n",
      " > iteration 40/50, took 0:01:32 (remains: 0:15:29)\n",
      "   | 0.2939 (best: 0.3139) - {'tie_breaker': 0.0, 'url|boost': 10.0, 'title|boost': 0.447042314196587, 'title_bigrams|boost': 0.7679874100850679, 'body|boost': 10.0, 'body_bigrams|boost': 4.645817102351069, 'expansions|boost': 2.0708813313874908, 'expansions_bigrams|boost': 10.0}\n",
      " > iteration 41/50, took 0:01:25 (remains: 0:12:50)\n",
      "   | 0.3057 (best: 0.3139) - {'tie_breaker': 0.0, 'url|boost': 0.0, 'title|boost': 2.8800544696104318, 'title_bigrams|boost': 2.019547343638694, 'body|boost': 10.0, 'body_bigrams|boost': 4.114759180090202, 'expansions|boost': 9.368174881571415, 'expansions_bigrams|boost': 3.895114449354009}\n",
      " > iteration 42/50, took 0:01:36 (remains: 0:12:50)\n",
      "   | 0.3039 (best: 0.3139) - {'tie_breaker': 0.003380903024674454, 'url|boost': 0.0, 'title|boost': 8.623907433606341, 'title_bigrams|boost': 7.180328684706296, 'body|boost': 1.7861644598120707, 'body_bigrams|boost': 0.0, 'expansions|boost': 3.849442275670674, 'expansions_bigrams|boost': 4.455815888321981}\n",
      " > iteration 43/50, took 0:01:28 (remains: 0:10:21)\n",
      "   | 0.3058 (best: 0.3139) - {'tie_breaker': 0.0, 'url|boost': 10.0, 'title|boost': 3.182266489787488, 'title_bigrams|boost': 2.0366318424412184, 'body|boost': 10.0, 'body_bigrams|boost': 10.0, 'expansions|boost': 9.511752087751857, 'expansions_bigrams|boost': 6.928522618088458}\n",
      " > iteration 44/50, took 0:01:31 (remains: 0:09:06)\n",
      "   | 0.3021 (best: 0.3139) - {'tie_breaker': 0.40161105348050685, 'url|boost': 10.0, 'title|boost': 1.684839909733106, 'title_bigrams|boost': 9.863135214790418, 'body|boost': 1.538643275953008, 'body_bigrams|boost': 10.0, 'expansions|boost': 8.756901465325843, 'expansions_bigrams|boost': 10.0}\n",
      " > iteration 45/50, took 0:01:31 (remains: 0:07:38)\n",
      "   | 0.3198 (best: 0.3198) - {'tie_breaker': 0.2515703408477766, 'url|boost': 10.0, 'title|boost': 0.49757053910547167, 'title_bigrams|boost': 0.6611879285665284, 'body|boost': 9.309973785339373, 'body_bigrams|boost': 0.0, 'expansions|boost': 6.385818526837527, 'expansions_bigrams|boost': 4.214928717434613}\n",
      " > iteration 46/50, took 0:01:17 (remains: 0:05:08)\n",
      "   | 0.3059 (best: 0.3198) - {'tie_breaker': 0.0, 'url|boost': 0.0, 'title|boost': 1.142443131482735, 'title_bigrams|boost': 2.602584529478404, 'body|boost': 6.072376289299396, 'body_bigrams|boost': 0.0, 'expansions|boost': 5.913156195707202, 'expansions_bigrams|boost': 2.4896162935399886}\n",
      " > iteration 47/50, took 0:01:31 (remains: 0:04:35)\n",
      "   | 0.3196 (best: 0.3198) - {'tie_breaker': 0.2585414535852449, 'url|boost': 10.0, 'title|boost': 2.689574512298737, 'title_bigrams|boost': 3.319592132364266, 'body|boost': 10.0, 'body_bigrams|boost': 0.0, 'expansions|boost': 6.98905863177748, 'expansions_bigrams|boost': 0.0}\n",
      " > iteration 48/50, took 0:01:26 (remains: 0:02:53)\n",
      "   | 0.3172 (best: 0.3198) - {'tie_breaker': 0.3608250098002222, 'url|boost': 10.0, 'title|boost': 0.0, 'title_bigrams|boost': 0.0, 'body|boost': 7.746214482985666, 'body_bigrams|boost': 4.142056077246487, 'expansions|boost': 8.648956226758987, 'expansions_bigrams|boost': 5.701996620086225}\n",
      " > iteration 49/50, took 0:01:26 (remains: 0:01:26)\n",
      "   | 0.3093 (best: 0.3198) - {'tie_breaker': 0.19856510635546318, 'url|boost': 10.0, 'title|boost': 0.0, 'title_bigrams|boost': 3.8804674006393647, 'body|boost': 0.0, 'body_bigrams|boost': 0.0, 'expansions|boost': 6.723279572438539, 'expansions_bigrams|boost': 5.153837494907773}\n",
      " > iteration 50/50, took 0:01:17 (remains: 0:00:00)\n",
      "   | 0.2901 (best: 0.3198) - {'tie_breaker': 0.0, 'url|boost': 6.895647157851373, 'title|boost': 0.0, 'title_bigrams|boost': 9.446681908378098, 'body|boost': 0.0, 'body_bigrams|boost': 5.479155520668961, 'expansions|boost': 5.621878463069496, 'expansions_bigrams|boost': 10.0}\n",
      "Best score: 0.3198\n",
      "Best params: {'tie_breaker': 0.2515703408477766, 'url|boost': 10.0, 'title|boost': 0.49757053910547167, 'title_bigrams|boost': 0.6611879285665284, 'body|boost': 9.309973785339373, 'body_bigrams|boost': 0.0, 'expansions|boost': 6.385818526837527, 'expansions_bigrams|boost': 4.214928717434613}\n",
      "Final params: {'tie_breaker': 0.2515703408477766, 'url|boost': 10.0, 'title|boost': 0.49757053910547167, 'title_bigrams|boost': 0.6611879285665284, 'body|boost': 9.309973785339373, 'body_bigrams|boost': 0.0, 'expansions|boost': 6.385818526837527, 'expansions_bigrams|boost': 4.214928717434613}\n",
      "\n",
      "CPU times: user 1min 24s, sys: 16.4 s, total: 1min 40s\n",
      "Wall time: 1h 13min 22s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "_, _, final_params, metadata = optimize_query_mrr100_templated(es, max_concurrent_searches, index, _templates, template_id,\n",
    "    config_space=Config.parse({\n",
    "        'method': 'bayesian',\n",
    "        'num_iterations': 50,\n",
    "        'num_initial_points': 20,\n",
    "        'space': {\n",
    "            'tie_breaker': { 'low': 0.0, 'high': 1.0 },\n",
    "            'url|boost': { 'low': 0.0, 'high': 10.0 },\n",
    "            'title|boost': { 'low': 0.0, 'high': 10.0 },\n",
    "            'title_bigrams|boost': { 'low': 0.0, 'high': 10.0 },\n",
    "            'body|boost': { 'low': 0.0, 'high': 10.0 },\n",
    "            'body_bigrams|boost': { 'low': 0.0, 'high': 10.0 },\n",
    "            'expansions|boost': { 'low': 0.0, 'high': 10.0 },\n",
    "            'expansions_bigrams|boost': { 'low': 0.0, 'high': 10.0 },\n",
    "        }\n",
    "    }))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1152 with 64 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = plot_objective(metadata, sample_source='result')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Evaluation with: MRR@100\n",
      "Score: 0.3420\n",
      "CPU times: user 1.98 s, sys: 729 ms, total: 2.71 s\n",
      "Wall time: 7min 16s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "_ = evaluate_mrr100_dev_templated(es, max_concurrent_searches, index, _templates, template_id, params=final_params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'tie_breaker': 0.2515703408477766,\n",
       " 'url|boost': 10.0,\n",
       " 'title|boost': 0.49757053910547167,\n",
       " 'title_bigrams|boost': 0.6611879285665284,\n",
       " 'body|boost': 9.309973785339373,\n",
       " 'body_bigrams|boost': 0.0,\n",
       " 'expansions|boost': 6.385818526837527,\n",
       " 'expansions_bigrams|boost': 4.214928717434613}"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_params"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'tie_breaker': 0.2515703408477766,\n",
       " 'url|boost': 10.0,\n",
       " 'title|boost': 0.49757053910547167,\n",
       " 'title_bigrams|boost': 0.6611879285665284,\n",
       " 'body|boost': 9.309973785339373,\n",
       " 'body_bigrams|boost': 0.0,\n",
       " 'expansions|boost': 6.385818526837527,\n",
       " 'expansions_bigrams|boost': 4.214928717434613}"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# with 50/20 iterations\n",
    "# this is very rare to get such a good score with this method, it's rather an outlier\n",
    "# 0.3420\n",
    "\n",
    "{\n",
    "    'tie_breaker': 0.2515703408477766,\n",
    "    'url|boost': 10.0,\n",
    "    'title|boost': 0.49757053910547167,\n",
    "    'title_bigrams|boost': 0.6611879285665284,\n",
    "    'body|boost': 9.309973785339373,\n",
    "    'body_bigrams|boost': 0.0,\n",
    "    'expansions|boost': 6.385818526837527,\n",
    "    'expansions_bigrams|boost': 4.214928717434613\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'tie_breaker': 0.34264786943520714,\n",
       " 'url|boost': 8.081607931138247,\n",
       " 'title|boost': 0.24382652301551416,\n",
       " 'title_bigrams|boost': 4.058979748921878,\n",
       " 'body|boost': 9.971984154578822,\n",
       " 'body_bigrams|boost': 3.9355330350086835,\n",
       " 'expansions|boost': 9.638733168279646,\n",
       " 'expansions_bigrams|boost': 2.9191170895752454}"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# with 50/20 iterations\n",
    "# this is very rare to get such a good score with this method, it's rather an outlier\n",
    "# 0.3419\n",
    "\n",
    "{\n",
    "    'tie_breaker': 0.34264786943520714,\n",
    "    'url|boost': 8.081607931138247,\n",
    "    'title|boost': 0.24382652301551416,\n",
    "    'title_bigrams|boost': 4.058979748921878,\n",
    "    'body|boost': 9.971984154578822,\n",
    "    'body_bigrams|boost': 3.9355330350086835,\n",
    "    'expansions|boost': 9.638733168279646,\n",
    "    'expansions_bigrams|boost': 2.9191170895752454\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Selective fields\n",
    "\n",
    "Based on the results from above, remove fields with `0` boost values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "_templates = deepcopy(base_templates)\n",
    "_templates[0]['template']['source']['query']['multi_match'] = {\n",
    "    \"type\": query_type,\n",
    "    \"query\": \"{{query_string}}\",\n",
    "    \"tie_breaker\": \"{{tie_breaker}}\",\n",
    "    \"fields\": [\n",
    "        \"url^{{url|boost}}\",\n",
    "        \"title^{{title|boost}}\",\n",
    "        \"title.bigrams^{{title_bigrams|boost}}\",\n",
    "        \"body^{{body|boost}}\",\n",
    "        \"expansions^{{expansions|boost}}\",\n",
    "        \"expansions.bigrams^{{expansions_bigrams|boost}}\"\n",
    "    ]\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Evaluation with: MRR@100\n",
      "Score: 0.3227\n",
      "CPU times: user 2.51 s, sys: 890 ms, total: 3.4 s\n",
      "Wall time: 4min 1s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "_ = evaluate_mrr100_dev_templated(es, max_concurrent_searches, index, _templates, template_id, params={\n",
    "    'tie_breaker': 0.0,\n",
    "    'url|boost': 1.0,\n",
    "    'title|boost': 1.0,\n",
    "    'title_bigrams|boost': 1.0,\n",
    "    'body|boost': 1.0,\n",
    "    'expansions|boost': 1.0,\n",
    "    'expansions_bigrams|boost': 1.0\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimizing parameters\n",
      " - metric: MRR@100\n",
      " - queries: data/msmarco-document-sampled-queries.1000.tsv\n",
      " - queries: data/msmarco/document/msmarco-doctrain-qrels.tsv\n",
      " > iteration 1/100, took 0:01:43 (remains: 2:50:41)\n",
      "   | 0.2765 (best: 0.2765) - {'tie_breaker': 0.7466670038217349, 'url|boost': 2.8620523258721713, 'title|boost': 3.6358951240563937, 'title_bigrams|boost': 5.029498890908536, 'body|boost': 9.970445978211018, 'expansions|boost': 0.056207645335423224, 'expansions_bigrams|boost': 1.4587061059131947}\n",
      " > iteration 2/100, took 0:01:42 (remains: 2:48:02)\n",
      "   | 0.3149 (best: 0.3149) - {'tie_breaker': 0.3871945151348928, 'url|boost': 5.898947306526266, 'title|boost': 9.423621485264105, 'title_bigrams|boost': 0.33967871361786145, 'body|boost': 5.584726094041797, 'expansions|boost': 9.989057007163119, 'expansions_bigrams|boost': 1.5629255827286583}\n",
      " > iteration 3/100, took 0:01:35 (remains: 2:35:10)\n",
      "   | 0.3178 (best: 0.3178) - {'tie_breaker': 0.45218100792189075, 'url|boost': 6.318729112700322, 'title|boost': 2.354836531912046, 'title_bigrams|boost': 3.589950438304192, 'body|boost': 6.779314121295523, 'expansions|boost': 8.59331100153999, 'expansions_bigrams|boost': 2.3819907006147316}\n",
      " > iteration 4/100, took 0:01:36 (remains: 2:33:54)\n",
      "   | 0.2807 (best: 0.3178) - {'tie_breaker': 0.8701083370236599, 'url|boost': 0.15919514277273897, 'title|boost': 4.412707929682681, 'title_bigrams|boost': 9.972804886252607, 'body|boost': 1.1558388383359632, 'expansions|boost': 7.364169946571649, 'expansions_bigrams|boost': 4.707805799003238}\n",
      " > iteration 5/100, took 0:01:44 (remains: 2:45:25)\n",
      "   | 0.2964 (best: 0.3178) - {'tie_breaker': 0.7043068654928117, 'url|boost': 3.3362589001328375, 'title|boost': 5.0578553495563225, 'title_bigrams|boost': 4.914558860853907, 'body|boost': 7.602836209423492, 'expansions|boost': 3.6696716191388608, 'expansions_bigrams|boost': 1.618754146565721}\n",
      " > iteration 6/100, took 0:01:37 (remains: 2:32:54)\n",
      "   | 0.3146 (best: 0.3178) - {'tie_breaker': 0.43892321805999424, 'url|boost': 5.448417214948663, 'title|boost': 8.134970021883472, 'title_bigrams|boost': 2.750895163171885, 'body|boost': 8.407583046354228, 'expansions|boost': 9.657511651434023, 'expansions_bigrams|boost': 4.397046401242033}\n",
      " > iteration 7/100, took 0:01:33 (remains: 2:24:25)\n",
      "   | 0.3052 (best: 0.3178) - {'tie_breaker': 0.4726573418241198, 'url|boost': 9.771773157449296, 'title|boost': 4.56403601257078, 'title_bigrams|boost': 0.4581858567216191, 'body|boost': 3.8470740243514023, 'expansions|boost': 4.690910978663572, 'expansions_bigrams|boost': 3.2563537084854937}\n",
      " > iteration 8/100, took 0:01:40 (remains: 2:33:51)\n",
      "   | 0.3016 (best: 0.3178) - {'tie_breaker': 0.527497319316899, 'url|boost': 7.606049720946622, 'title|boost': 1.6763440457490277, 'title_bigrams|boost': 2.8343688649059446, 'body|boost': 4.684097922955787, 'expansions|boost': 1.806530701428193, 'expansions_bigrams|boost': 5.03566678606199}\n",
      " > iteration 9/100, took 0:01:40 (remains: 2:31:46)\n",
      "   | 0.2961 (best: 0.3178) - {'tie_breaker': 0.4410295100774544, 'url|boost': 1.5301035735463289, 'title|boost': 6.985097995312257, 'title_bigrams|boost': 2.600734336482409, 'body|boost': 6.564936832556503, 'expansions|boost': 0.3538231293143124, 'expansions_bigrams|boost': 9.561318238966237}\n",
      " > iteration 10/100, took 0:01:34 (remains: 2:21:36)\n",
      "   | 0.3101 (best: 0.3178) - {'tie_breaker': 0.48543021020397314, 'url|boost': 5.874754238926433, 'title|boost': 7.894089885018322, 'title_bigrams|boost': 0.36599438846455895, 'body|boost': 5.472460974376855, 'expansions|boost': 3.067681099436677, 'expansions_bigrams|boost': 3.2147080292333623}\n",
      " > iteration 11/100, took 0:01:36 (remains: 2:22:32)\n",
      "   | 0.3052 (best: 0.3178) - {'tie_breaker': 0.0017707890423918076, 'url|boost': 4.364062754932906, 'title|boost': 2.810656930145426, 'title_bigrams|boost': 2.3063358555273035, 'body|boost': 3.918253959619411, 'expansions|boost': 8.677008226359042, 'expansions_bigrams|boost': 5.267473633894468}\n",
      " > iteration 12/100, took 0:01:39 (remains: 2:26:22)\n",
      "   | 0.2999 (best: 0.3178) - {'tie_breaker': 0.3681080670243491, 'url|boost': 1.8221502003516556, 'title|boost': 3.797596119153445, 'title_bigrams|boost': 2.0712205416976976, 'body|boost': 2.2035151771211363, 'expansions|boost': 3.9244345456607532, 'expansions_bigrams|boost': 7.4833099183479295}\n",
      " > iteration 13/100, took 0:01:34 (remains: 2:17:25)\n",
      "   | 0.2780 (best: 0.3178) - {'tie_breaker': 0.4013854952761754, 'url|boost': 5.115518193492381, 'title|boost': 9.452558098225825, 'title_bigrams|boost': 7.381999912053473, 'body|boost': 9.123023084221249, 'expansions|boost': 1.3430562103956891, 'expansions_bigrams|boost': 1.1609439314354855}\n",
      " > iteration 14/100, took 0:01:36 (remains: 2:17:43)\n",
      "   | 0.3081 (best: 0.3178) - {'tie_breaker': 0.029631002634946897, 'url|boost': 5.671296977413753, 'title|boost': 0.6043698290210365, 'title_bigrams|boost': 8.12925499921861, 'body|boost': 6.2651607687708175, 'expansions|boost': 7.37108967589375, 'expansions_bigrams|boost': 5.799910620342173}\n",
      " > iteration 15/100, took 0:01:34 (remains: 2:14:11)\n",
      "   | 0.2715 (best: 0.3178) - {'tie_breaker': 0.8035443204940346, 'url|boost': 2.578319081453399, 'title|boost': 9.728022608979703, 'title_bigrams|boost': 7.1571139151338805, 'body|boost': 4.811006991617388, 'expansions|boost': 3.202892400721766, 'expansions_bigrams|boost': 2.373665072344347}\n",
      " > iteration 16/100, took 0:01:34 (remains: 2:11:48)\n",
      "   | 0.3161 (best: 0.3178) - {'tie_breaker': 0.0816340025923409, 'url|boost': 5.647728082137292, 'title|boost': 1.646305829624565, 'title_bigrams|boost': 8.885031918818564, 'body|boost': 9.094374478530115, 'expansions|boost': 6.051179249854504, 'expansions_bigrams|boost': 0.9930853129680863}\n",
      " > iteration 17/100, took 0:01:34 (remains: 2:10:21)\n",
      "   | 0.2973 (best: 0.3178) - {'tie_breaker': 0.6985091176823738, 'url|boost': 6.728258246095432, 'title|boost': 7.474317636288669, 'title_bigrams|boost': 6.436651168681888, 'body|boost': 7.954380767684846, 'expansions|boost': 6.301156058930254, 'expansions_bigrams|boost': 4.732456106415043}\n",
      " > iteration 18/100, took 0:01:38 (remains: 2:14:03)\n",
      "   | 0.2786 (best: 0.3178) - {'tie_breaker': 0.9231693478247496, 'url|boost': 3.447068482759548, 'title|boost': 3.760045141866332, 'title_bigrams|boost': 8.13947306664341, 'body|boost': 1.1624129797111629, 'expansions|boost': 4.515224929826273, 'expansions_bigrams|boost': 6.333079417630585}\n",
      " > iteration 19/100, took 0:01:34 (remains: 2:07:59)\n",
      "   | 0.2697 (best: 0.3178) - {'tie_breaker': 0.8984990475637488, 'url|boost': 7.884562078066931, 'title|boost': 8.874834297436337, 'title_bigrams|boost': 5.219354925288767, 'body|boost': 4.978282611183188, 'expansions|boost': 0.8629075843575419, 'expansions_bigrams|boost': 3.2775811168221174}\n",
      " > iteration 20/100, took 0:01:33 (remains: 2:05:05)\n",
      "   | 0.2935 (best: 0.3178) - {'tie_breaker': 0.8407982142609437, 'url|boost': 1.854590771272844, 'title|boost': 8.960316877058245, 'title_bigrams|boost': 4.39993616141418, 'body|boost': 4.0341738864274514, 'expansions|boost': 6.600134662043896, 'expansions_bigrams|boost': 1.1559630868980666}\n",
      " > iteration 21/100, took 0:00:19 (remains: 0:26:06)\n",
      "   | 0.3114 (best: 0.3178) - {'tie_breaker': 0.0, 'url|boost': 4.85567515539133, 'title|boost': 0.0, 'title_bigrams|boost': 0.0, 'body|boost': 10.0, 'expansions|boost': 6.7776414353595, 'expansions_bigrams|boost': 0.8536698109338245}\n",
      " > iteration 22/100, took 0:01:29 (remains: 1:56:29)\n",
      "   | 0.3156 (best: 0.3178) - {'tie_breaker': 0.30360942473198177, 'url|boost': 3.383796046816752, 'title|boost': 0.0, 'title_bigrams|boost': 6.670009416197256, 'body|boost': 10.0, 'expansions|boost': 10.0, 'expansions_bigrams|boost': 1.7420620518569108}\n",
      " > iteration 23/100, took 0:01:27 (remains: 1:52:29)\n",
      "   | 0.3142 (best: 0.3178) - {'tie_breaker': 0.9589317149360265, 'url|boost': 2.8607490704490557, 'title|boost': 0.0, 'title_bigrams|boost': 0.0, 'body|boost': 10.0, 'expansions|boost': 10.0, 'expansions_bigrams|boost': 8.017924920130419}\n",
      " > iteration 24/100, took 0:00:19 (remains: 0:24:36)\n",
      "   | 0.3103 (best: 0.3178) - {'tie_breaker': 0.0, 'url|boost': 0.0, 'title|boost': 10.0, 'title_bigrams|boost': 0.0, 'body|boost': 10.0, 'expansions|boost': 5.807955306809425, 'expansions_bigrams|boost': 0.0}\n",
      " > iteration 25/100, took 0:00:17 (remains: 0:22:08)\n",
      "   | 0.3127 (best: 0.3178) - {'tie_breaker': 0.0, 'url|boost': 5.487354705040729, 'title|boost': 0.0, 'title_bigrams|boost': 5.469094204055579, 'body|boost': 10.0, 'expansions|boost': 6.266450593209888, 'expansions_bigrams|boost': 1.8921687412694101}\n",
      " > iteration 26/100, took 0:00:16 (remains: 0:19:48)\n",
      "   | 0.3054 (best: 0.3178) - {'tie_breaker': 0.0, 'url|boost': 5.0603650387676495, 'title|boost': 10.0, 'title_bigrams|boost': 10.0, 'body|boost': 10.0, 'expansions|boost': 10.0, 'expansions_bigrams|boost': 2.924191427570244}\n",
      " > iteration 27/100, took 0:01:20 (remains: 1:38:08)\n",
      "   | 0.3139 (best: 0.3178) - {'tie_breaker': 0.5207208132448033, 'url|boost': 0.0, 'title|boost': 0.0, 'title_bigrams|boost': 0.0, 'body|boost': 7.614431066734388, 'expansions|boost': 10.0, 'expansions_bigrams|boost': 0.0}\n",
      " > iteration 28/100, took 0:01:10 (remains: 1:24:19)\n",
      "   | 0.3155 (best: 0.3178) - {'tie_breaker': 1.0, 'url|boost': 1.765369226800271, 'title|boost': 10.0, 'title_bigrams|boost': 0.0, 'body|boost': 10.0, 'expansions|boost': 10.0, 'expansions_bigrams|boost': 1.9471456713539212}\n",
      " > iteration 29/100, took 0:01:10 (remains: 1:22:50)\n",
      "   | 0.2952 (best: 0.3178) - {'tie_breaker': 1.0, 'url|boost': 0.0, 'title|boost': 0.0, 'title_bigrams|boost': 10.0, 'body|boost': 10.0, 'expansions|boost': 8.109368558769853, 'expansions_bigrams|boost': 10.0}\n",
      " > iteration 30/100, took 0:01:28 (remains: 1:43:01)\n",
      "   | 0.3163 (best: 0.3178) - {'tie_breaker': 0.688537082289856, 'url|boost': 9.601930526947864, 'title|boost': 0.0, 'title_bigrams|boost': 0.0, 'body|boost': 10.0, 'expansions|boost': 5.156393106426812, 'expansions_bigrams|boost': 4.707203939692892}\n",
      " > iteration 31/100, took 0:01:27 (remains: 1:40:33)\n",
      "   | 0.3155 (best: 0.3178) - {'tie_breaker': 0.52585480782439, 'url|boost': 10.0, 'title|boost': 0.0, 'title_bigrams|boost': 2.887069150583282, 'body|boost': 10.0, 'expansions|boost': 8.42197932085561, 'expansions_bigrams|boost': 10.0}\n",
      " > iteration 32/100, took 0:00:20 (remains: 0:23:16)\n",
      "   | 0.2426 (best: 0.3178) - {'tie_breaker': 0.0, 'url|boost': 10.0, 'title|boost': 0.0, 'title_bigrams|boost': 0.0, 'body|boost': 10.0, 'expansions|boost': 0.0, 'expansions_bigrams|boost': 0.0}\n",
      " > iteration 33/100, took 0:01:34 (remains: 1:45:03)\n",
      "   | 0.3126 (best: 0.3178) - {'tie_breaker': 0.30896892510183577, 'url|boost': 7.303598812323841, 'title|boost': 0.830611168193417, 'title_bigrams|boost': 10.0, 'body|boost': 10.0, 'expansions|boost': 7.395338775452536, 'expansions_bigrams|boost': 4.340719387736943}\n",
      " > iteration 34/100, took 0:01:34 (remains: 1:44:15)\n",
      "   | 0.3078 (best: 0.3178) - {'tie_breaker': 0.24305474276471534, 'url|boost': 1.1611833628047625, 'title|boost': 4.029676129309757, 'title_bigrams|boost': 0.0, 'body|boost': 8.92248770767048, 'expansions|boost': 7.598216325364977, 'expansions_bigrams|boost': 9.781991624811578}\n",
      " > iteration 35/100, took 0:01:09 (remains: 1:15:18)\n",
      "   | 0.2938 (best: 0.3178) - {'tie_breaker': 0.4554788145371933, 'url|boost': 0.0, 'title|boost': 0.0, 'title_bigrams|boost': 10.0, 'body|boost': 0.0, 'expansions|boost': 10.0, 'expansions_bigrams|boost': 0.0}\n",
      " > iteration 36/100, took 0:01:17 (remains: 1:22:46)\n",
      "   | 0.3116 (best: 0.3178) - {'tie_breaker': 1.0, 'url|boost': 6.9187670601509055, 'title|boost': 0.46897293657223493, 'title_bigrams|boost': 0.0, 'body|boost': 10.0, 'expansions|boost': 5.013016207226729, 'expansions_bigrams|boost': 10.0}\n",
      " > iteration 37/100, took 0:01:27 (remains: 1:31:33)\n",
      "   | 0.3176 (best: 0.3178) - {'tie_breaker': 0.2539922415828673, 'url|boost': 10.0, 'title|boost': 10.0, 'title_bigrams|boost': 3.766805752087417, 'body|boost': 10.0, 'expansions|boost': 7.694309505379328, 'expansions_bigrams|boost': 0.0}\n",
      " > iteration 38/100, took 0:01:29 (remains: 1:32:44)\n",
      "   | 0.3092 (best: 0.3178) - {'tie_breaker': 0.662566867129297, 'url|boost': 5.187059276327356, 'title|boost': 3.2968737972854716, 'title_bigrams|boost': 0.0, 'body|boost': 10.0, 'expansions|boost': 2.4829259402915786, 'expansions_bigrams|boost': 10.0}\n",
      " > iteration 39/100, took 0:00:56 (remains: 0:57:40)\n",
      "   | 0.3015 (best: 0.3178) - {'tie_breaker': 1.0, 'url|boost': 0.9731496970532426, 'title|boost': 1.165845123567105, 'title_bigrams|boost': 0.0, 'body|boost': 0.0, 'expansions|boost': 10.0, 'expansions_bigrams|boost': 10.0}\n",
      " > iteration 40/100, took 0:01:25 (remains: 1:25:02)\n",
      "   | 0.3124 (best: 0.3178) - {'tie_breaker': 0.5030301410317323, 'url|boost': 0.5402017469373965, 'title|boost': 10.0, 'title_bigrams|boost': 0.0, 'body|boost': 10.0, 'expansions|boost': 7.70502526480403, 'expansions_bigrams|boost': 0.0}\n",
      " > iteration 41/100, took 0:01:09 (remains: 1:08:24)\n",
      "   | 0.3051 (best: 0.3178) - {'tie_breaker': 0.4661103329243341, 'url|boost': 0.0, 'title|boost': 1.7854273654430572, 'title_bigrams|boost': 0.0, 'body|boost': 0.0, 'expansions|boost': 10.0, 'expansions_bigrams|boost': 0.0}\n",
      " > iteration 42/100, took 0:00:16 (remains: 0:15:55)\n",
      "   | 0.3059 (best: 0.3178) - {'tie_breaker': 0.0, 'url|boost': 6.062977786189895, 'title|boost': 7.560188109825219, 'title_bigrams|boost': 0.0, 'body|boost': 10.0, 'expansions|boost': 10.0, 'expansions_bigrams|boost': 0.4594156263668397}\n",
      " > iteration 43/100, took 0:01:29 (remains: 1:24:54)\n",
      "   | 0.2887 (best: 0.3178) - {'tie_breaker': 0.021624792268908954, 'url|boost': 2.733505958622624, 'title|boost': 7.368619255090216, 'title_bigrams|boost': 9.306240160783712, 'body|boost': 0.6486109064611771, 'expansions|boost': 3.681816447918085, 'expansions_bigrams|boost': 7.774257097707261}\n",
      " > iteration 44/100, took 0:01:11 (remains: 1:06:57)\n",
      "   | 0.3167 (best: 0.3178) - {'tie_breaker': 1.0, 'url|boost': 0.9787871612874806, 'title|boost': 1.0543555351822762, 'title_bigrams|boost': 0.0, 'body|boost': 10.0, 'expansions|boost': 7.666304338562152, 'expansions_bigrams|boost': 6.074778904237479}\n",
      " > iteration 45/100, took 0:01:27 (remains: 1:20:25)\n",
      "   | 0.3144 (best: 0.3178) - {'tie_breaker': 0.35858583705261615, 'url|boost': 1.0815491075273205, 'title|boost': 8.06636711916627, 'title_bigrams|boost': 5.16784963829997, 'body|boost': 10.0, 'expansions|boost': 8.212774575225723, 'expansions_bigrams|boost': 0.0}\n",
      " > iteration 46/100, took 0:01:23 (remains: 1:15:07)\n",
      "   | 0.3082 (best: 0.3178) - {'tie_breaker': 0.7071044369084548, 'url|boost': 10.0, 'title|boost': 10.0, 'title_bigrams|boost': 0.0, 'body|boost': 10.0, 'expansions|boost': 10.0, 'expansions_bigrams|boost': 0.0}\n",
      " > iteration 47/100, took 0:01:28 (remains: 1:18:22)\n",
      "   | 0.3109 (best: 0.3178) - {'tie_breaker': 0.2383865179969344, 'url|boost': 0.19424038377545585, 'title|boost': 3.874960550072265, 'title_bigrams|boost': 1.7241178471001775, 'body|boost': 9.655270190233127, 'expansions|boost': 9.904125953540309, 'expansions_bigrams|boost': 1.4982563956539443}\n",
      " > iteration 48/100, took 0:01:22 (remains: 1:11:04)\n",
      "   | 0.3180 (best: 0.3180) - {'tie_breaker': 0.4202022427747562, 'url|boost': 10.0, 'title|boost': 0.0, 'title_bigrams|boost': 0.0, 'body|boost': 10.0, 'expansions|boost': 10.0, 'expansions_bigrams|boost': 0.0}\n",
      " > iteration 49/100, took 0:01:27 (remains: 1:14:29)\n",
      "   | 0.3181 (best: 0.3181) - {'tie_breaker': 0.40831810053304246, 'url|boost': 10.0, 'title|boost': 0.0, 'title_bigrams|boost': 3.674134848365429, 'body|boost': 10.0, 'expansions|boost': 10.0, 'expansions_bigrams|boost': 5.224664619171847}\n",
      " > iteration 50/100, took 0:01:02 (remains: 0:52:08)\n",
      "   | 0.2824 (best: 0.3181) - {'tie_breaker': 0.6042663016572518, 'url|boost': 10.0, 'title|boost': 3.3306175067180672, 'title_bigrams|boost': 0.0, 'body|boost': 0.0, 'expansions|boost': 0.0, 'expansions_bigrams|boost': 6.054667979537661}\n",
      " > iteration 51/100, took 0:01:03 (remains: 0:52:05)\n",
      "   | 0.3090 (best: 0.3181) - {'tie_breaker': 1.0, 'url|boost': 10.0, 'title|boost': 0.0, 'title_bigrams|boost': 0.0, 'body|boost': 6.785613493814547, 'expansions|boost': 9.276509067214274, 'expansions_bigrams|boost': 0.0}\n",
      " > iteration 52/100, took 0:01:25 (remains: 1:08:33)\n",
      "   | 0.3205 (best: 0.3205) - {'tie_breaker': 0.3668022774635058, 'url|boost': 10.0, 'title|boost': 0.0, 'title_bigrams|boost': 0.0, 'body|boost': 9.011070861076462, 'expansions|boost': 5.54342569194276, 'expansions_bigrams|boost': 0.0}\n",
      " > iteration 53/100, took 0:00:15 (remains: 0:12:10)\n",
      "   | 0.3054 (best: 0.3205) - {'tie_breaker': 0.0, 'url|boost': 4.000677934758177, 'title|boost': 0.6080161148966966, 'title_bigrams|boost': 10.0, 'body|boost': 0.0, 'expansions|boost': 10.0, 'expansions_bigrams|boost': 0.0}\n",
      " > iteration 54/100, took 0:01:21 (remains: 1:02:46)\n",
      "   | 0.3150 (best: 0.3205) - {'tie_breaker': 0.30779798122238144, 'url|boost': 10.0, 'title|boost': 0.0, 'title_bigrams|boost': 0.0, 'body|boost': 6.793094630789236, 'expansions|boost': 7.708745271010475, 'expansions_bigrams|boost': 0.0}\n",
      " > iteration 55/100, took 0:01:21 (remains: 1:01:18)\n",
      "   | 0.3151 (best: 0.3205) - {'tie_breaker': 0.3305888468061991, 'url|boost': 10.0, 'title|boost': 0.0, 'title_bigrams|boost': 5.648976523072376, 'body|boost': 6.157168926763833, 'expansions|boost': 10.0, 'expansions_bigrams|boost': 0.0}\n",
      " > iteration 56/100, took 0:01:22 (remains: 1:00:46)\n",
      "   | 0.3184 (best: 0.3205) - {'tie_breaker': 0.2559072668077755, 'url|boost': 10.0, 'title|boost': 0.0, 'title_bigrams|boost': 4.806137770729478, 'body|boost': 8.529145797436682, 'expansions|boost': 5.872940127048643, 'expansions_bigrams|boost': 0.0}\n",
      " > iteration 57/100, took 0:01:29 (remains: 1:04:21)\n",
      "   | 0.3042 (best: 0.3205) - {'tie_breaker': 0.03771396087097934, 'url|boost': 2.8151075142674236, 'title|boost': 5.9873038200813795, 'title_bigrams|boost': 0.0802141561159231, 'body|boost': 0.7181584304255163, 'expansions|boost': 6.367946217421516, 'expansions_bigrams|boost': 0.45378559356259124}\n",
      " > iteration 58/100, took 0:01:29 (remains: 1:02:31)\n",
      "   | 0.3121 (best: 0.3205) - {'tie_breaker': 0.5014143776616288, 'url|boost': 10.0, 'title|boost': 0.0, 'title_bigrams|boost': 0.0, 'body|boost': 8.72931273274893, 'expansions|boost': 4.805557824513237, 'expansions_bigrams|boost': 10.0}\n",
      " > iteration 59/100, took 0:01:12 (remains: 0:49:24)\n",
      "   | 0.3000 (best: 0.3205) - {'tie_breaker': 1.0, 'url|boost': 10.0, 'title|boost': 0.0, 'title_bigrams|boost': 0.0, 'body|boost': 10.0, 'expansions|boost': 5.433770441046956, 'expansions_bigrams|boost': 0.0}\n",
      " > iteration 60/100, took 0:01:28 (remains: 0:58:43)\n",
      "   | 0.3171 (best: 0.3205) - {'tie_breaker': 0.5272662431250476, 'url|boost': 10.0, 'title|boost': 0.0, 'title_bigrams|boost': 0.0, 'body|boost': 10.0, 'expansions|boost': 10.0, 'expansions_bigrams|boost': 10.0}\n",
      " > iteration 61/100, took 0:01:12 (remains: 0:46:50)\n",
      "   | 0.3062 (best: 0.3205) - {'tie_breaker': 0.1875483964557193, 'url|boost': 10.0, 'title|boost': 0.0, 'title_bigrams|boost': 10.0, 'body|boost': 0.0, 'expansions|boost': 10.0, 'expansions_bigrams|boost': 10.0}\n",
      " > iteration 62/100, took 0:01:24 (remains: 0:53:18)\n",
      "   | 0.3053 (best: 0.3205) - {'tie_breaker': 0.40607405538011904, 'url|boost': 0.0, 'title|boost': 0.0, 'title_bigrams|boost': 0.0, 'body|boost': 10.0, 'expansions|boost': 5.00720477106047, 'expansions_bigrams|boost': 0.0}\n",
      " > iteration 63/100, took 0:01:31 (remains: 0:56:26)\n",
      "   | 0.3099 (best: 0.3205) - {'tie_breaker': 0.10874477089720272, 'url|boost': 9.673138588821116, 'title|boost': 5.741432174288171, 'title_bigrams|boost': 0.1890966476491507, 'body|boost': 9.956172733458317, 'expansions|boost': 4.411652556231285, 'expansions_bigrams|boost': 8.344899312305522}\n",
      " > iteration 64/100, took 0:01:29 (remains: 0:53:57)\n",
      "   | 0.3105 (best: 0.3205) - {'tie_breaker': 0.8903436680677275, 'url|boost': 8.198307260976481, 'title|boost': 8.535916917705165, 'title_bigrams|boost': 0.597241746889915, 'body|boost': 9.97353444570226, 'expansions|boost': 9.114233178462662, 'expansions_bigrams|boost': 9.951923931859001}\n",
      " > iteration 65/100, took 0:01:22 (remains: 0:47:50)\n",
      "   | 0.3214 (best: 0.3214) - {'tie_breaker': 0.17069099936601012, 'url|boost': 10.0, 'title|boost': 0.0, 'title_bigrams|boost': 4.56377710993118, 'body|boost': 10.0, 'expansions|boost': 6.861321298634639, 'expansions_bigrams|boost': 0.0}\n",
      " > iteration 66/100, took 0:01:29 (remains: 0:50:36)\n",
      "   | 0.3077 (best: 0.3214) - {'tie_breaker': 0.20780789979899256, 'url|boost': 7.544186196611712, 'title|boost': 4.2343164713560615, 'title_bigrams|boost': 9.620952187455941, 'body|boost': 9.764428672029316, 'expansions|boost': 6.037122633546433, 'expansions_bigrams|boost': 9.304506134458013}\n",
      " > iteration 67/100, took 0:01:30 (remains: 0:49:58)\n",
      "   | 0.3122 (best: 0.3214) - {'tie_breaker': 0.13291774066183074, 'url|boost': 7.014827244854872, 'title|boost': 9.373570589636888, 'title_bigrams|boost': 0.2111822720011636, 'body|boost': 9.606555115095931, 'expansions|boost': 9.957622614341329, 'expansions_bigrams|boost': 9.877168962551156}\n",
      " > iteration 68/100, took 0:01:30 (remains: 0:48:09)\n",
      "   | 0.3105 (best: 0.3214) - {'tie_breaker': 0.6541355036812451, 'url|boost': 1.5817847081538796, 'title|boost': 2.278238886101192, 'title_bigrams|boost': 0.4975707926465235, 'body|boost': 9.42562702477975, 'expansions|boost': 6.223773400660444, 'expansions_bigrams|boost': 9.96152901727619}\n",
      " > iteration 69/100, took 0:01:29 (remains: 0:46:21)\n",
      "   | 0.2910 (best: 0.3214) - {'tie_breaker': 0.9959672192944425, 'url|boost': 1.8586423859280412, 'title|boost': 8.68384732987512, 'title_bigrams|boost': 8.81146150760334, 'body|boost': 9.56742162964665, 'expansions|boost': 9.70064405068159, 'expansions_bigrams|boost': 0.39286696908520274}\n",
      " > iteration 70/100, took 0:01:30 (remains: 0:45:03)\n",
      "   | 0.3053 (best: 0.3214) - {'tie_breaker': 0.007373577982784931, 'url|boost': 8.250886394092849, 'title|boost': 3.8143640583104963, 'title_bigrams|boost': 9.732507999756152, 'body|boost': 8.097705844246041, 'expansions|boost': 7.706607363829906, 'expansions_bigrams|boost': 0.6274380495685473}\n",
      " > iteration 71/100, took 0:01:22 (remains: 0:39:47)\n",
      "   | 0.3190 (best: 0.3214) - {'tie_breaker': 0.4177870082052582, 'url|boost': 10.0, 'title|boost': 0.0, 'title_bigrams|boost': 0.0, 'body|boost': 10.0, 'expansions|boost': 8.479734541904415, 'expansions_bigrams|boost': 0.0}\n",
      " > iteration 72/100, took 0:01:24 (remains: 0:39:20)\n",
      "   | 0.3253 (best: 0.3253) - {'tie_breaker': 0.19380831543196497, 'url|boost': 10.0, 'title|boost': 0.0, 'title_bigrams|boost': 1.7886380029959847, 'body|boost': 10.0, 'expansions|boost': 6.152035550637155, 'expansions_bigrams|boost': 0.0}\n",
      " > iteration 73/100, took 0:01:23 (remains: 0:37:28)\n",
      "   | 0.3231 (best: 0.3253) - {'tie_breaker': 0.18962549617926394, 'url|boost': 10.0, 'title|boost': 0.0, 'title_bigrams|boost': 0.0, 'body|boost': 10.0, 'expansions|boost': 5.938461419025883, 'expansions_bigrams|boost': 0.0}\n",
      " > iteration 74/100, took 0:01:23 (remains: 0:36:01)\n",
      "   | 0.3238 (best: 0.3253) - {'tie_breaker': 0.18709998008663048, 'url|boost': 10.0, 'title|boost': 0.0, 'title_bigrams|boost': 0.0, 'body|boost': 10.0, 'expansions|boost': 5.8328214565685155, 'expansions_bigrams|boost': 0.0}\n",
      " > iteration 75/100, took 0:01:32 (remains: 0:38:31)\n",
      "   | 0.3000 (best: 0.3253) - {'tie_breaker': 0.832103351317605, 'url|boost': 8.726941120744128, 'title|boost': 6.427573610270514, 'title_bigrams|boost': 0.3906920003144632, 'body|boost': 0.3530133267503444, 'expansions|boost': 5.911827054198529, 'expansions_bigrams|boost': 8.618931950279617}\n",
      " > iteration 76/100, took 0:01:29 (remains: 0:35:42)\n",
      "   | 0.3062 (best: 0.3253) - {'tie_breaker': 0.09128273024931978, 'url|boost': 9.74854916151353, 'title|boost': 0.18849388500479794, 'title_bigrams|boost': 9.153471899768215, 'body|boost': 0.055724453168887196, 'expansions|boost': 5.199469435642671, 'expansions_bigrams|boost': 0.3496017355008619}\n",
      " > iteration 77/100, took 0:01:23 (remains: 0:31:53)\n",
      "   | 0.3235 (best: 0.3253) - {'tie_breaker': 0.15511284651640025, 'url|boost': 10.0, 'title|boost': 0.0, 'title_bigrams|boost': 2.36878740662297, 'body|boost': 10.0, 'expansions|boost': 5.802428484268511, 'expansions_bigrams|boost': 0.0}\n",
      " > iteration 78/100, took 0:01:23 (remains: 0:30:39)\n",
      "   | 0.3153 (best: 0.3253) - {'tie_breaker': 0.21807650666008765, 'url|boost': 10.0, 'title|boost': 10.0, 'title_bigrams|boost': 0.0, 'body|boost': 10.0, 'expansions|boost': 5.89561463596023, 'expansions_bigrams|boost': 0.0}\n",
      " > iteration 79/100, took 0:01:21 (remains: 0:28:41)\n",
      "   | 0.3146 (best: 0.3253) - {'tie_breaker': 0.7180894604405518, 'url|boost': 5.577134848630887, 'title|boost': 0.0, 'title_bigrams|boost': 0.0, 'body|boost': 10.0, 'expansions|boost': 7.460716336445806, 'expansions_bigrams|boost': 0.0}\n",
      " > iteration 80/100, took 0:01:22 (remains: 0:27:22)\n",
      "   | 0.3268 (best: 0.3268) - {'tie_breaker': 0.21845785025102013, 'url|boost': 7.529997612967067, 'title|boost': 0.0, 'title_bigrams|boost': 2.348643701861219, 'body|boost': 10.0, 'expansions|boost': 6.1516016040781905, 'expansions_bigrams|boost': 0.0}\n",
      " > iteration 81/100, took 0:01:21 (remains: 0:25:57)\n",
      "   | 0.3270 (best: 0.3270) - {'tie_breaker': 0.27534600653210634, 'url|boost': 6.7919460049592235, 'title|boost': 0.0, 'title_bigrams|boost': 2.1306536760456747, 'body|boost': 10.0, 'expansions|boost': 6.381862867455929, 'expansions_bigrams|boost': 0.0}\n",
      " > iteration 82/100, took 0:01:22 (remains: 0:24:41)\n",
      "   | 0.3144 (best: 0.3270) - {'tie_breaker': 0.26450406694520945, 'url|boost': 6.898676864769068, 'title|boost': 0.0, 'title_bigrams|boost': 0.1376774619835914, 'body|boost': 10.0, 'expansions|boost': 5.194564937816169, 'expansions_bigrams|boost': 0.0}\n",
      " > iteration 83/100, took 0:01:29 (remains: 0:25:23)\n",
      "   | 0.3034 (best: 0.3270) - {'tie_breaker': 0.44458641960537226, 'url|boost': 1.3581544315311225, 'title|boost': 0.18896391937796356, 'title_bigrams|boost': 9.40181930504648, 'body|boost': 9.650578179933223, 'expansions|boost': 9.826921737190645, 'expansions_bigrams|boost': 9.927333895819528}\n",
      " > iteration 84/100, took 0:01:21 (remains: 0:21:51)\n",
      "   | 0.3214 (best: 0.3270) - {'tie_breaker': 0.27053541838269746, 'url|boost': 7.327698678336558, 'title|boost': 0.0, 'title_bigrams|boost': 3.307915175213834, 'body|boost': 10.0, 'expansions|boost': 7.034241428336655, 'expansions_bigrams|boost': 0.0}\n",
      " > iteration 85/100, took 0:01:30 (remains: 0:22:30)\n",
      "   | 0.3076 (best: 0.3270) - {'tie_breaker': 0.9926587540236854, 'url|boost': 0.3687848888970969, 'title|boost': 0.11786173762771027, 'title_bigrams|boost': 0.24642188356574285, 'body|boost': 2.4989956778064797, 'expansions|boost': 1.5602438795843134, 'expansions_bigrams|boost': 3.1781379390166116}\n",
      " > iteration 86/100, took 0:01:28 (remains: 0:20:34)\n",
      "   | 0.3163 (best: 0.3270) - {'tie_breaker': 0.2407647248043783, 'url|boost': 10.0, 'title|boost': 0.0, 'title_bigrams|boost': 2.544629236977467, 'body|boost': 10.0, 'expansions|boost': 6.6306877606712575, 'expansions_bigrams|boost': 10.0}\n",
      " > iteration 87/100, took 0:01:28 (remains: 0:19:16)\n",
      "   | 0.3091 (best: 0.3270) - {'tie_breaker': 0.9545618829940945, 'url|boost': 1.1819408849387083, 'title|boost': 0.10592788146655875, 'title_bigrams|boost': 0.1710808635612893, 'body|boost': 9.320410813858887, 'expansions|boost': 3.4167325062330294, 'expansions_bigrams|boost': 9.588886421152099}\n",
      " > iteration 88/100, took 0:01:30 (remains: 0:18:05)\n",
      "   | 0.2924 (best: 0.3270) - {'tie_breaker': 0.9646670088682038, 'url|boost': 0.5144969234794251, 'title|boost': 6.867279620912591, 'title_bigrams|boost': 0.08673071402569123, 'body|boost': 2.8591488548945483, 'expansions|boost': 0.35399921456707123, 'expansions_bigrams|boost': 9.119661685445209}\n",
      " > iteration 89/100, took 0:01:28 (remains: 0:16:17)\n",
      "   | 0.2938 (best: 0.3270) - {'tie_breaker': 0.8696079652537244, 'url|boost': 9.711976261039352, 'title|boost': 0.7174852069483618, 'title_bigrams|boost': 9.797639783172961, 'body|boost': 1.233320792146413, 'expansions|boost': 9.794745964224749, 'expansions_bigrams|boost': 7.211237466962389}\n",
      " > iteration 90/100, took 0:01:22 (remains: 0:13:48)\n",
      "   | 0.3253 (best: 0.3270) - {'tie_breaker': 0.2586245453111104, 'url|boost': 7.8698504593791725, 'title|boost': 0.0, 'title_bigrams|boost': 3.1107649575377434, 'body|boost': 10.0, 'expansions|boost': 6.6199096737018515, 'expansions_bigrams|boost': 0.0}\n",
      " > iteration 91/100, took 0:01:29 (remains: 0:13:26)\n",
      "   | 0.3085 (best: 0.3270) - {'tie_breaker': 0.06275101282123842, 'url|boost': 0.11156056006324967, 'title|boost': 1.124497274254154, 'title_bigrams|boost': 0.4111055172823364, 'body|boost': 2.584337974670801, 'expansions|boost': 2.268320493084019, 'expansions_bigrams|boost': 1.8383793487937108}\n",
      " > iteration 92/100, took 0:01:29 (remains: 0:11:56)\n",
      "   | 0.2946 (best: 0.3270) - {'tie_breaker': 0.5309710685077617, 'url|boost': 0.8775967423202625, 'title|boost': 1.343240344667206, 'title_bigrams|boost': 0.3369365917558043, 'body|boost': 2.0937731359175644, 'expansions|boost': 1.6477298902484807, 'expansions_bigrams|boost': 5.8091090825301634}\n",
      " > iteration 93/100, took 0:01:34 (remains: 0:11:03)\n",
      "   | 0.2623 (best: 0.3270) - {'tie_breaker': 0.06056757744236542, 'url|boost': 0.10288716239418094, 'title|boost': 9.803437169679015, 'title_bigrams|boost': 0.08265725808615192, 'body|boost': 7.6143764380429, 'expansions|boost': 0.3868154273744394, 'expansions_bigrams|boost': 2.881854240924363}\n",
      " > iteration 94/100, took 0:01:34 (remains: 0:09:29)\n",
      "   | 0.3064 (best: 0.3270) - {'tie_breaker': 0.0038179899241053915, 'url|boost': 9.636017507531655, 'title|boost': 3.094560012695438, 'title_bigrams|boost': 3.691724417891989, 'body|boost': 3.3712886037989636, 'expansions|boost': 3.230101918276578, 'expansions_bigrams|boost': 1.9500114720198938}\n",
      " > iteration 95/100, took 0:01:30 (remains: 0:07:31)\n",
      "   | 0.3189 (best: 0.3270) - {'tie_breaker': 0.39047381877660226, 'url|boost': 10.0, 'title|boost': 0.0, 'title_bigrams|boost': 1.929904275275764, 'body|boost': 10.0, 'expansions|boost': 6.270970380646208, 'expansions_bigrams|boost': 0.0}\n",
      " > iteration 96/100, took 0:00:27 (remains: 0:01:51)\n",
      "   | 0.3062 (best: 0.3270) - {'tie_breaker': 0.0, 'url|boost': 10.0, 'title|boost': 0.0, 'title_bigrams|boost': 0.0, 'body|boost': 0.0, 'expansions|boost': 10.0, 'expansions_bigrams|boost': 10.0}\n",
      " > iteration 97/100, took 0:01:34 (remains: 0:04:42)\n",
      "   | 0.3117 (best: 0.3270) - {'tie_breaker': 0.6160104236551672, 'url|boost': 10.0, 'title|boost': 0.0, 'title_bigrams|boost': 0.0, 'body|boost': 3.6273597665105886, 'expansions|boost': 10.0, 'expansions_bigrams|boost': 10.0}\n",
      " > iteration 98/100, took 0:00:23 (remains: 0:00:47)\n",
      "   | 0.2679 (best: 0.3270) - {'tie_breaker': 0.0, 'url|boost': 0.0, 'title|boost': 0.0, 'title_bigrams|boost': 10.0, 'body|boost': 0.0, 'expansions|boost': 0.0, 'expansions_bigrams|boost': 10.0}\n",
      " > iteration 99/100, took 0:01:32 (remains: 0:01:32)\n",
      "   | 0.3153 (best: 0.3270) - {'tie_breaker': 0.12618702186440897, 'url|boost': 10.0, 'title|boost': 0.0, 'title_bigrams|boost': 0.0, 'body|boost': 6.019054153203282, 'expansions|boost': 5.05688563192646, 'expansions_bigrams|boost': 0.0}\n",
      " > iteration 100/100, took 0:01:35 (remains: 0:00:00)\n",
      "   | 0.3136 (best: 0.3270) - {'tie_breaker': 0.1782953246673107, 'url|boost': 7.120797674417191, 'title|boost': 0.73223294163288, 'title_bigrams|boost': 0.1845349229163973, 'body|boost': 0.24453282408552385, 'expansions|boost': 3.7644539541903175, 'expansions_bigrams|boost': 2.5047672568222294}\n",
      "Best score: 0.3270\n",
      "Best params: {'tie_breaker': 0.27534600653210634, 'url|boost': 6.7919460049592235, 'title|boost': 0.0, 'title_bigrams|boost': 2.1306536760456747, 'body|boost': 10.0, 'expansions|boost': 6.381862867455929, 'expansions_bigrams|boost': 0.0}\n",
      "Final params: {'tie_breaker': 0.27534600653210634, 'url|boost': 6.7919460049592235, 'title|boost': 0.0, 'title_bigrams|boost': 2.1306536760456747, 'body|boost': 10.0, 'expansions|boost': 6.381862867455929, 'expansions_bigrams|boost': 0.0}\n",
      "\n",
      "CPU times: user 4min 44s, sys: 48.5 s, total: 5min 32s\n",
      "Wall time: 2h 15min 31s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "_, _, final_params, metadata = optimize_query_mrr100_templated(es, max_concurrent_searches, index, _templates, template_id,\n",
    "    config_space=Config.parse({\n",
    "        'method': 'bayesian',\n",
    "        'num_iterations': 100,\n",
    "        'num_initial_points': 20,\n",
    "        'space': {\n",
    "            'tie_breaker': { 'low': 0.0, 'high': 1.0 },\n",
    "            'url|boost': { 'low': 0.0, 'high': 10.0 },\n",
    "            'title|boost': { 'low': 0.0, 'high': 10.0 },\n",
    "            'title_bigrams|boost': { 'low': 0.0, 'high': 10.0 },\n",
    "            'body|boost': { 'low': 0.0, 'high': 10.0 },\n",
    "            'expansions|boost': { 'low': 0.0, 'high': 10.0 },\n",
    "            'expansions_bigrams|boost': { 'low': 0.0, 'high': 10.0 },\n",
    "        }\n",
    "    }))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x1008 with 49 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = plot_objective(metadata, sample_source='result')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Evaluation with: MRR@100\n",
      "Score: 0.3398\n",
      "CPU times: user 2.64 s, sys: 904 ms, total: 3.55 s\n",
      "Wall time: 7min 50s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "_ = evaluate_mrr100_dev_templated(es, max_concurrent_searches, index, _templates, template_id, params=final_params)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Turns out that removing 0-weight fields from `best_fields` doesn't really improve anything."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'tie_breaker': 0.27534600653210634,\n",
       " 'url|boost': 6.7919460049592235,\n",
       " 'title|boost': 0.0,\n",
       " 'title_bigrams|boost': 2.1306536760456747,\n",
       " 'body|boost': 10.0,\n",
       " 'expansions|boost': 6.381862867455929,\n",
       " 'expansions_bigrams|boost': 0.0}"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_params"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'tie_breaker': 0.2918990215690707,\n",
       " 'url|boost': 10.0,\n",
       " 'title_bigrams|boost': 0.0,\n",
       " 'body|boost': 10.0,\n",
       " 'expansions|boost': 7.196851143341019}"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# experiment with removing more 0 fields, only gets worse\n",
    "# 0.3377\n",
    "\n",
    "{\n",
    "    'tie_breaker': 0.2918990215690707,\n",
    "    'url|boost': 10.0,\n",
    "    'title_bigrams|boost': 0.0,\n",
    "    'body|boost': 10.0,\n",
    "    'expansions|boost': 7.196851143341019\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Archived experiments\n",
    "\n",
    "Some experiments where we combined the `body` and `expansions` into a single field. This seems to need a separate `body` field as well and we don't want to create this much duplication of data, so we are ignoring the slighly better MRR in favour of simplicity and efficiency at indexing. All queries used `best_fields`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'tie_breaker': 0.4549730682206822,\n",
       " 'url|boost': 0.34728407296025626,\n",
       " 'title|boost': 8.21907753421881,\n",
       " 'body|boost': 4.7837874442927735,\n",
       " 'body_expansion|boost': 8.136976669448675,\n",
       " 'body+expansion|boost': 8.391765667142831}"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# from random search\n",
    "# 0.3400\n",
    "\n",
    "{\n",
    "    'tie_breaker': 0.4549730682206822,\n",
    "    'url|boost': 0.34728407296025626,\n",
    "    'title|boost': 8.21907753421881,\n",
    "    'body|boost': 4.7837874442927735,\n",
    "    'body_expansion|boost': 8.136976669448675,\n",
    "    'body+expansion|boost': 8.391765667142831,\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'tie_breaker': 0.455,\n",
       " 'url|boost': 0.35,\n",
       " 'title|boost': 8.2,\n",
       " 'body|boost': 5.0,\n",
       " 'body_expansion|boost': 8.0,\n",
       " 'body+expansion|boost': 20.0}"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# manual parameter value experimentation\n",
    "# 0.3393\n",
    "\n",
    "{\n",
    "    'tie_breaker': 0.455,\n",
    "    'url|boost': 0.35,\n",
    "    'title|boost': 8.2,\n",
    "    'body|boost': 5.0,\n",
    "    'body_expansion|boost': 8.0,\n",
    "    'body+expansion|boost': 20.0,\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'tie_breaker': 0.4549730682206822,\n",
       " 'url|boost': 0.34728407296025626,\n",
       " 'title|boost': 8.21907753421881,\n",
       " 'body|boost': 0.0,\n",
       " 'body_expansion|boost': 8.136976669448675,\n",
       " 'body+expansion|boost': 20.0}"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# manual parameter value experimentation\n",
    "# 0.3380\n",
    "\n",
    "{\n",
    "    'tie_breaker': 0.4549730682206822,\n",
    "    'url|boost': 0.34728407296025626,\n",
    "    'title|boost': 8.21907753421881,\n",
    "    'body|boost': 0.0,\n",
    "    'body_expansion|boost': 8.136976669448675,\n",
    "    'body+expansion|boost': 20.0,\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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